Associations

[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.

Associations

[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.

Unnamed: 0.1

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Ldr

-0.24

Tck

-0.23

current_club_id

0.22

Mar

-0.21

Pos

-0.21

CA

-0.20

Bra

-0.20

Wage

-0.18

Vis

-0.17

Tea

-0.17

Hea

-0.17

Unnamed: 0

0.17

Value

-0.17

market_value_in_gbp

-0.13

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Age_2020

0.68

Best Pos

0.52

Best Role

0.47

Nat

0.43

Pas

0.42

Dec

0.39

Wor

0.38

sub_position

0.38

Fir

0.37

Ant

0.35

Pac

0.35

Bal

0.32

Cmd

0.28

Cmp

0.26

MOST FREQUENT VALUES

1489

1

1.3%

3337

1

1.3%

200

1

1.3%

3322

1

1.3%

2302

1

1.3%

2983

1

1.3%

418

1

1.3%

1560

1

1.3%

2590

1

1.3%

626

1

1.3%

1670

1

1.3%

2400

1

1.3%

1711

1

1.3%

1574

1

1.3%

3280

1

1.3%

SMALLEST VALUES

10

1

1.3%

29

1

1.3%

33

1

1.3%

36

1

1.3%

44

1

1.3%

45

1

1.3%

73

1

1.3%

139

1

1.3%

164

1

1.3%

174

1

1.3%

200

1

1.3%

402

1

1.3%

418

1

1.3%

549

1

1.3%

550

1

1.3%

LARGEST VALUES

3447

1

1.3%

3430

1

1.3%

3389

1

1.3%

3371

1

1.3%

3337

1

1.3%

3336

1

1.3%

3322

1

1.3%

3280

1

1.3%

3237

1

1.3%

3222

1

1.3%

3204

1

1.3%

3190

1

1.3%

3147

1

1.3%

3146

1

1.3%

3145

1

1.3%

Unnamed: 0

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

PA

-0.82

CA

-0.73

Value

-0.52

highest_market_value_in_gbp

-0.51

market_value_in_gbp

-0.49

value_2022

-0.49

market_value

-0.49

value_2020

-0.49

Wage

-0.46

Tec

-0.41

Fin

-0.40

Vis

-0.39

Pen

-0.38

Lon

-0.36

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Ant

0.65

Pas

0.60

Dec

0.57

Fir

0.57

Best Role

0.52

Nat

0.51

Cmp

0.51

Age

0.43

Cnt

0.39

Age_2020

0.39

Agi

0.39

sub_position

0.38

Pac

0.37

Acc

0.33

MOST FREQUENT VALUES

495

1

1.3%

21009

1

1.3%

21634

1

1.3%

13518

1

1.3%

5555

1

1.3%

2464

1

1.3%

8168

1

1.3%

7621

1

1.3%

199

1

1.3%

831

1

1.3%

9203

1

1.3%

2384

1

1.3%

12259

1

1.3%

6963

1

1.3%

12793

1

1.3%

SMALLEST VALUES

31

1

1.3%

148

1

1.3%

199

1

1.3%

212

1

1.3%

453

1

1.3%

495

1

1.3%

658

1

1.3%

831

1

1.3%

834

1

1.3%

850

1

1.3%

866

1

1.3%

1039

1

1.3%

1043

1

1.3%

1266

1

1.3%

1793

1

1.3%

LARGEST VALUES

36382

1

1.3%

33885

1

1.3%

29884

1

1.3%

26330

1

1.3%

21634

1

1.3%

21009

1

1.3%

19597

1

1.3%

17970

1

1.3%

15872

1

1.3%

15452

1

1.3%

15012

1

1.3%

14127

1

1.3%

13541

1

1.3%

13518

1

1.3%

12793

1

1.3%

Name

MISSING:

---

1

1%

-

Sergio ReguilÃ³n

1

1%

-

Khadim Joher Rassoul

1

1%

-

NoÃ« Dussenne

1

1%

-

Ahmet OÄuz

1

1%

-

Bogdan Mykhaylichenko

1

1%

-

Berat Djimsiti

1

1%

-

Jimmy Cabot

1

1%

-

Gerard Gumbau

1

1%

-

Patrik Schick

1

1%

-

Mason Holgate

1

1%

-

Joseph Attamah

1

1%

-

Silvan Hefti

1

1%

-

Marcus Ingvartsen

1

1%

-

Aitor Ruibal

1

1%

-

Elba Rashani

1

1%

-

Kamil Ahmet ÃÃ¶rekÃ§i

1

1%

-

Silvan Widmer

1

1%

-

GÃ©rson

1

1%

-

Raphinha

1

1%

-

Lucas TorrÃ³

1

1%

-

Fredrik Aursnes

1

1%

-

Hakan Ãalhanoglu

1

1%

-

GonÃ§alo Guedes

1

1%

-

Dan Burn

1

1%

-

Grischa PrÃ¶mel

1

1%

-

Hamari TraorÃ©

1

1%

-

Wendel

1

1%

-

Sergiy Myakushko

1

1%

-

Emre Akbaba

1

1%

-

Youri Tielemans

1

1%

-

Patrick

1

1%

-

Jonathan Clauss

1

1%

-

Abdelhamid Sabiri

1

1%

-

Fali

1

1%

-

Falaye Sacko

1

1%

-

Rodrigo De Paul

1

1%

-

Miguel Cardoso

1

1%

-

Carlos FernÃ¡ndez

1

1%

-

Federico Ceccherini

1

1%

-

RubÃ©n GarcÃa

1

1%

-

Gernot Trauner

1

1%

-

Marvin Friedrich

1

1%

-

Nino Galovic

1

1%

-

Connor Goldson

1

1%

-

CÃ©dric Hountondji

1

1%

-

Trezeguet

1

1%

-

Mohamed Elneny

1

1%

-

Mitchell Paulissen

1

1%

-

RaÃºl De TomÃ¡s

1

1%

-

Filip Djuricic

1

1%

-

Aleksandar Pesic

1

1%

-

Leandro Silva

1

1%

-

Kortney Hause

1

1%

-

Dmitry Skopintsev

1

1%

-

Tino Kadewere

1

1%

-

Andreas Bouchalakis

1

1%

-

Pawel Dawidowicz

1

1%

-

Andreas Cornelius

1

1%

-

Emi BuendÃa

1

1%

-

AndrÃ© Ramalho

19

24%

-

(Other)

Position

MISSING:

---

12

15%

-

D (C)

10

13%

-

DM, M (C)

5

6%

-

ST (C)

4

5%

-

D/WB (R)

4

5%

-

D (C), DM

3

4%

-

M/AM (C)

3

4%

-

AM (C), ST (C)

3

4%

-

D (LC)

3

4%

-

M/AM (RLC)

3

4%

-

M/AM (RL)

3

4%

-

D (RC)

2

3%

-

D/WB (L)

2

3%

-

M (R), AM (RL)

2

3%

-

M (L), AM (RL)

1

1%

-

D (RC), DM, M (C)

1

1%

-

M/AM (R)

1

1%

-

WB (R), M/AM (RL)

1

1%

-

AM (RC), ST (C)

1

1%

-

M (LC), AM (RLC)

1

1%

-

D/WB/M/AM (R)

1

1%

-

M (L), AM (LC)

1

1%

-

M (C), AM (RLC), ST (C)

1

1%

-

DM, M/AM (LC)

1

1%

-

AM (RL)

1

1%

-

D/WB/M (L)

1

1%

-

D (RLC)

1

1%

-

AM (R), ST (C)

1

1%

-

M (R), AM (RC)

1

1%

-

D/WB/M (R)

1

1%

-

M (RC), AM (RLC)

1

1%

-

D (C), DM, M (C)

1

1%

-

AM (RLC), ST (C)

1

1%

-

M/AM (RC)

1

1%

-

M/AM (RL), ST (C)

Club

MISSING:

---

4

5%

-

Union Berlin

3

4%

-

Sassuolo

2

3%

-

Aston Villa

2

3%

-

Leicester

2

3%

-

Trabzonspor

2

3%

-

CÃ¡diz

2

3%

-

GÃ¶ztepe

2

3%

-

Osasuna

1

1%

-

St. Gallen

1

1%

-

Real Betis

1

1%

-

Everton

1

1%

-

Standard

1

1%

-

Bld. Erzurumspor

1

1%

-

Adana D.S.

1

1%

-

Bayer 04

1

1%

-

Girona

1

1%

-

Angers SCO

1

1%

-

Atalanta

1

1%

-

Zorya

1

1%

-

Sivasspor

1

1%

-

Kayserispor

1

1%

-

Leeds

1

1%

-

Flamengo

1

1%

-

Internacional

1

1%

-

Real Sociedad

1

1%

-

Tambov

1

1%

-

Udinese

1

1%

-

Vit. GuimarÃ£es

1

1%

-

SC Paderborn

1

1%

-

RC Lens

1

1%

-

Milan

1

1%

-

Galatasaray

1

1%

-

AlcorcÃ³n

1

1%

-

Zenit

1

1%

-

Rennes

1

1%

-

Brighton

1

1%

-

Basel

1

1%

-

Tottenham

1

1%

-

Fiorentina

1

1%

-

Molde

1

1%

-

Parma

1

1%

-

Verona

1

1%

-

Olympiakos

1

1%

-

OL

1

1%

-

Dinamo Moscow

1

1%

-

AcadÃ©mica

1

1%

-

Espanyol

1

1%

-

SC Cambuur

1

1%

-

Arsenal

1

1%

-

Clermont

1

1%

-

Rangers

1

1%

-

Rijeka

1

1%

-

Norwich

1

1%

-

Seoul

1

1%

-

FC RB Salzburg

1

1%

-

GrÃªmio

1

1%

-

LOSC

1

1%

-

EC Bahia

1

1%

-

Elche

1

1%

-

PAR

8

10%

-

(Other)

Division

MISSING:

---

11

14%

-

English Premier Division

9

11%

-

Italian Serie A

8

10%

-

Turkish Super League

7

9%

-

Spanish First Division

5

6%

-

Ligue 1 Conforama

5

6%

-

Bundesliga

4

5%

-

Brazilian National First Division

3

4%

-

Russian Premier League

3

4%

-

Spanish Second Division

2

3%

-

Turkish 1. League

2

3%

-

Belgian Pro League A

2

3%

-

Swiss Super League

2

3%

-

Portuguese Premier League

2

3%

-

Austrian Premier Division

1

1%

-

Ukrainian Premier League

1

1%

-

Norwegian Premier Division

1

1%

-

Eredivisie

1

1%

-

Hana 1Q K LEAGUE 1

1

1%

-

Portugal Championship - Group B

1

1%

-

Argentine Premier Division

1

1%

-

Sky Bet Championship

1

1%

-

Croatian First League

1

1%

-

Ladbrokes Premiership

1

1%

-

Domino's Ligue 2

1

1%

-

Keuken Kampioen Divisie

1

1%

-

Brazilian National Second Division

1

1%

-

Greek Super League 1

1

1%

-

Bundesliga 2

Based

MISSING:

---

11

14%

-

England (Premier Division)

9

11%

-

Italy (Serie A)

8

10%

-

Turkey (Super League)

7

9%

-

Spain (First Division)

5

6%

-

France (Ligue 1 Conforama)

5

6%

-

Germany (Bundesliga)

4

5%

-

Brazil (First Division)

3

4%

-

Russia (Premier League)

3

4%

-

Spain (Second Division)

2

3%

-

Turkey (1. League)

2

3%

-

Belgium (Pro League A)

2

3%

-

Switzerland (Super League)

2

3%

-

Portugal (Premier League)

2

3%

-

Austria (Premier Division)

1

1%

-

Ukraine (Premier League)

1

1%

-

Norway (Premier Division)

1

1%

-

Holland (Eredivisie)

1

1%

-

South Korea (K LEAGUE 1)

1

1%

-

Portugal (PT Championship B)

1

1%

-

Argentina (Premier Division)

1

1%

-

England (Sky Bet Championship)

1

1%

-

Croatia (First League)

1

1%

-

Scotland (Ladbrokes Premiership)

1

1%

-

France (Domino's Ligue 2)

1

1%

-

Holland (Keuken Kampioen Divisie)

1

1%

-

Brazil (Second Division)

1

1%

-

Greece (Super League)

1

1%

-

Germany (Bundesliga 2)

Nation

MISSING:

---

10

13%

-

ESP

9

11%

-

BRA

8

10%

-

TUR

6

8%

-

ENG

4

5%

-

POR

4

5%

-

GER

3

4%

-

BEL

2

3%

-

UKR

2

3%

-

FRA

2

3%

-

SUI

2

3%

-

GHA

2

3%

-

ITA

2

3%

-

ARG

2

3%

-

MLI

2

3%

-

DEN

2

3%

-

EGY

2

3%

-

NED

2

3%

-

SRB

1

1%

-

KVX

1

1%

-

ALB

1

1%

-

POL

1

1%

-

CZE

1

1%

-

SEN

1

1%

-

BEN

1

1%

-

GRE

1

1%

-

CRO

1

1%

-

IRN

1

1%

-

ZIM

1

1%

-

RUS

1

1%

-

AUT

1

1%

-

NOR

Height

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

height_in_cm

0.94

Jum

0.89

Weight

0.75

Hea

0.74

Str

0.65

Dri

-0.56

Fla

-0.50

Cro

-0.48

Cor

-0.46

Tea

0.39

Fre

-0.38

Mar

0.37

fm_player_index

-0.37

Lon

-0.34

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.75

sub_position

0.68

Best Pos

0.68

Agi

0.67

Acc

0.63

Ant

0.48

Pac

0.44

Age

0.43

Dec

0.41

Fir

0.40

Bal

0.40

Age_2020

0.36

Pas

0.35

position

0.29

MOST FREQUENT VALUES

176

8

10.1%

180

8

10.1%

183

8

10.1%

187

6

7.6%

179

5

6.3%

186

5

6.3%

182

5

6.3%

178

4

5.1%

190

3

3.8%

170

3

3.8%

191

3

3.8%

185

3

3.8%

181

3

3.8%

173

3

3.8%

189

2

2.5%

SMALLEST VALUES

164

1

1.3%

170

3

3.8%

171

1

1.3%

173

3

3.8%

175

1

1.3%

176

8

10.1%

178

4

5.1%

179

5

6.3%

180

8

10.1%

181

3

3.8%

182

5

6.3%

183

8

10.1%

184

1

1.3%

185

3

3.8%

186

5

6.3%

LARGEST VALUES

201

1

1.3%

195

1

1.3%

194

1

1.3%

193

2

2.5%

191

3

3.8%

190

3

3.8%

189

2

2.5%

188

1

1.3%

187

6

7.6%

186

5

6.3%

185

3

3.8%

184

1

1.3%

183

8

10.1%

182

5

6.3%

181

3

3.8%

Weight

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Height

0.75

Hea

0.70

Str

0.70

height_in_cm

0.69

Jum

0.67

Fla

-0.58

Cor

-0.55

Dri

-0.54

Cro

-0.52

Fre

-0.43

Mar

0.43

Tea

0.43

Tec

-0.42

OtB

-0.42

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.72

Agi

0.64

Best Pos

0.64

Acc

0.61

sub_position

0.60

Pac

0.49

Age

0.44

Pas

0.42

Ant

0.42

Fir

0.42

Wor

0.40

Bal

0.37

Age_2020

0.36

Dec

0.34

MOST FREQUENT VALUES

80

10

12.7%

72

7

8.9%

71

6

7.6%

81

5

6.3%

83

5

6.3%

77

5

6.3%

64

4

5.1%

75

4

5.1%

69

4

5.1%

74

4

5.1%

70

3

3.8%

67

3

3.8%

73

2

2.5%

78

2

2.5%

79

2

2.5%

SMALLEST VALUES

61

1

1.3%

64

4

5.1%

65

1

1.3%

67

3

3.8%

68

1

1.3%

69

4

5.1%

70

3

3.8%

71

6

7.6%

72

7

8.9%

73

2

2.5%

74

4

5.1%

75

4

5.1%

77

5

6.3%

78

2

2.5%

79

2

2.5%

LARGEST VALUES

91

1

1.3%

90

2

2.5%

87

2

2.5%

85

1

1.3%

84

2

2.5%

83

5

6.3%

82

2

2.5%

81

5

6.3%

80

10

12.7%

79

2

2.5%

78

2

2.5%

77

5

6.3%

75

4

5.1%

74

4

5.1%

73

2

2.5%

Age

MISSING:

---

TOP CATEGORIES

26

19

24%

24

14

18%

25

12

15%

22

11

14%

23

11

14%

27

10

13%

21

2

3%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Age
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Age_2020

0.32

Best Role

0.24

Best Pos

0.23

sub_position

0.22

Pas

0.21

Fir

0.20

Ant

0.19

Dec

0.19

Agi

0.19

Wor

0.18

THESE FEATURES
GIVE INFORMATION
ON Age:

Best Role

0.35

Best Pos

0.28

sub_position

0.26

Fir

0.22

Pas

0.21

Agi

0.21

Wor

0.20

Dec

0.19

Nat

0.18

Ant

0.18

Cmp

0.17

Bal

0.17

Acc

0.17

Pac

0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Age
CORRELATION RATIO WITH...

PA

0.52

market_value

0.50

value_2020

0.50

highest_market_value_in_gbp

0.48

player_id

0.48

market_value_in_gbp

0.48

value_2022

0.48

Weight

0.44

Unnamed: 0

0.43

Lon

0.43

Value

0.43

Height

0.43

Hea

0.41

Cro

0.41

Preferred Foot

MISSING:

---

TOP CATEGORIES

Right

48

61%

Left

20

25%

Right Only

6

8%

Left Only

3

4%

Either

2

3%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Preferred Foot
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

foot

0.68

Age_2020

0.16

Dec

0.14

Wor

0.13

sub_position

0.13

position

0.13

Pas

0.13

Best Role

0.13

Best Pos

0.12

Cnt

0.12

THESE FEATURES
GIVE INFORMATION
ON Preferred Foot:

foot

0.49

Best Role

0.32

sub_position

0.27

Best Pos

0.26

Wor

0.25

Dec

0.24

Pas

0.23

Fir

0.22

Cnt

0.21

Cmp

0.21

Pac

0.21

Nat

0.20

Bal

0.20

Acc

0.17

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Preferred Foot
CORRELATION RATIO WITH...

Fin

0.49

Agg

0.39

Mar

0.37

Pos

0.36

Tck

0.35

Bra

0.34

fm_player_index

0.33

Cro

0.32

Cor

0.32

Tec

0.32

Dri

0.32

OtB

0.31

Fla

0.31

Fre

0.30

Best Pos

MISSING:

---

TOP CATEGORIES

D (C)

19

24%

M (C)

11

14%

AM (R)

9

11%

ST (C)

8

10%

D (R)

8

10%

AM (C)

6

8%

DM

6

8%

AM (L)

5

6%

D (L)

3

4%

M (L)

2

3%

WB (L)

1

1%

M (R)

1

1%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Best Pos
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

position

0.71

Best Role

0.67

sub_position

0.67

Age_2020

0.46

Fir

0.36

Pas

0.33

Cnt

0.32

Pac

0.32

Ant

0.31

Cmp

0.30

THESE FEATURES
GIVE INFORMATION
ON Best Pos:

Best Role

0.82

sub_position

0.65

position

0.34

Fir

0.33

Pas

0.28

Agi

0.28

Acc

0.27

Wor

0.26

Cmp

0.26

Cnt

0.26

Pac

0.25

Ant

0.24

Dec

0.23

Age

0.23

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Pos
CORRELATION RATIO WITH...

Mar

0.92

Pos

0.89

Tck

0.86

Fin

0.85

Dri

0.81

Hea

0.80

Cor

0.80

Lon

0.77

Str

0.76

Fla

0.76

L Th

0.75

Fre

0.75

OtB

0.75

Jum

0.75

Best Role

MISSING:

---

TOP CATEGORIES

CD

11

14%

IW

10

13%

AP

7

9%

BWM

6

8%

W

6

8%

BPD

5

6%

FB

5

6%

WB

5

6%

AF

5

6%

DLP

5

6%

NCB

3

4%

BBM

2

3%

AM

2

3%

TM

1

1%

DW

1

1%

IWB

1

1%

PF

1

1%

(Other)

3

4%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Best Role
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Pos

0.82

position

0.70

sub_position

0.68

Fir

0.50

Pas

0.47

Agi

0.46

Acc

0.44

Dec

0.42

Pac

0.42

Cnt

0.41

THESE FEATURES
GIVE INFORMATION
ON Best Role:

Best Pos

0.67

sub_position

0.54

Fir

0.38

Agi

0.35

Pas

0.33

Acc

0.33

Dec

0.29

Cmp

0.29

Bal

0.28

Wor

0.28

Pac

0.28

Cnt

0.28

position

0.27

Ant

0.25

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
CORRELATION RATIO WITH...

Mar

0.94

Pos

0.93

Tck

0.89

Fin

0.88

Fla

0.88

Dri

0.86

Lon

0.83

Fre

0.83

Hea

0.82

OtB

0.82

Cor

0.82

Str

0.81

Tec

0.80

Vis

0.79

Value

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Wage

0.87

highest_market_value_in_gbp

0.85

market_value_in_gbp

0.85

value_2022

0.85

CA

0.84

PA

0.84

market_value

0.83

value_2020

0.83

value_diff

0.62

Tec

0.55

Vis

0.54

Unnamed: 0

-0.52

Pen

0.51

OtB

0.41

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Fir

0.73

Pas

0.65

Best Role

0.55

Agi

0.54

Cmp

0.53

Age_2020

0.50

Dec

0.48

Age

0.43

Ant

0.42

sub_position

0.41

Nat

0.38

Best Pos

0.37

Pac

0.37

Acc

0.35

MOST FREQUENT VALUES

1500000

4

5.1%

6000000

3

3.8%

1900000

3

3.8%

9500000

2

2.5%

4400000

2

2.5%

1200000

2

2.5%

2200000

2

2.5%

725000

2

2.5%

6500000

2

2.5%

22500000

2

2.5%

475000

2

2.5%

3400000

2

2.5%

10000000

2

2.5%

8000000

2

2.5%

2700000

2

2.5%

SMALLEST VALUES

100000

1

1.3%

225000

1

1.3%

400000

1

1.3%

450000

1

1.3%

475000

2

2.5%

500000

1

1.3%

525000

1

1.3%

550000

1

1.3%

575000

1

1.3%

725000

2

2.5%

850000

1

1.3%

1000000

1

1.3%

1200000

2

2.5%

1300000

1

1.3%

1500000

4

5.1%

LARGEST VALUES

42500000

1

1.3%

38500000

1

1.3%

37000000

1

1.3%

32000000

1

1.3%

30000000

1

1.3%

29500000

1

1.3%

26500000

1

1.3%

22500000

2

2.5%

21500000

1

1.3%

19000000

1

1.3%

18000000

1

1.3%

17250000

1

1.3%

13250000

1

1.3%

11250000

1

1.3%

10750000

1

1.3%

Wage

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Value

0.87

market_value

0.79

value_2020

0.79

highest_market_value_in_gbp

0.76

PA

0.75

market_value_in_gbp

0.75

value_2022

0.75

CA

0.71

value_diff

0.47

Unnamed: 0

-0.46

Pen

0.45

Vis

0.44

Tec

0.44

OtB

0.39

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Pas

0.62

Fir

0.61

Best Role

0.53

Cmp

0.46

Agi

0.45

Pac

0.43

Dec

0.42

Best Pos

0.41

Age

0.41

Age_2020

0.39

sub_position

0.37

Ant

0.36

Acc

0.35

Cnt

0.35

MOST FREQUENT VALUES

25000

4

5.1%

21500

3

3.8%

120000

2

2.5%

12250

2

2.5%

28000

2

2.5%

5750

2

2.5%

13750

2

2.5%

8500

2

2.5%

9250

2

2.5%

1300

2

2.5%

4900

2

2.5%

75000

2

2.5%

6000

2

2.5%

34500

2

2.5%

18500

2

2.5%

SMALLEST VALUES

575

1

1.3%

650

1

1.3%

725

1

1.3%

750

1

1.3%

1300

2

2.5%

2100

1

1.3%

2400

1

1.3%

2700

1

1.3%

2800

1

1.3%

2900

1

1.3%

3200

1

1.3%

3500

1

1.3%

4300

1

1.3%

4900

2

2.5%

5750

2

2.5%

LARGEST VALUES

120000

2

2.5%

95000

1

1.3%

77000

1

1.3%

75000

2

2.5%

65000

1

1.3%

55000

1

1.3%

50000

2

2.5%

40000

1

1.3%

34500

2

2.5%

30500

1

1.3%

30000

1

1.3%

28000

2

2.5%

25000

4

5.1%

24500

2

2.5%

21500

3

3.8%

CA

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

PA

0.86

Value

0.84

highest_market_value_in_gbp

0.80

market_value_in_gbp

0.79

value_2022

0.79

market_value

0.77

value_2020

0.77

Unnamed: 0

-0.73

Wage

0.71

Vis

0.64

Tec

0.60

value_diff

0.57

Pen

0.55

Fin

0.49

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Fir

0.71

Pas

0.70

Cmp

0.64

Ant

0.61

Best Role

0.54

Dec

0.53

Agi

0.46

Age_2020

0.45

sub_position

0.41

Nat

0.40

Pac

0.40

Age

0.39

Best Pos

0.38

Cnt

0.37

MOST FREQUENT VALUES

120

6

7.6%

122

6

7.6%

119

4

5.1%

123

4

5.1%

125

4

5.1%

118

3

3.8%

132

3

3.8%

110

3

3.8%

128

3

3.8%

105

3

3.8%

134

3

3.8%

126

2

2.5%

138

2

2.5%

124

2

2.5%

139

2

2.5%

SMALLEST VALUES

101

1

1.3%

104

1

1.3%

105

3

3.8%

107

1

1.3%

110

3

3.8%

111

1

1.3%

113

1

1.3%

116

1

1.3%

118

3

3.8%

119

4

5.1%

120

6

7.6%

121

2

2.5%

122

6

7.6%

123

4

5.1%

124

2

2.5%

LARGEST VALUES

155

1

1.3%

154

1

1.3%

151

1

1.3%

150

1

1.3%

148

1

1.3%

145

2

2.5%

144

1

1.3%

143

1

1.3%

142

1

1.3%

140

2

2.5%

139

2

2.5%

138

2

2.5%

136

1

1.3%

135

1

1.3%

134

3

3.8%

PA

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

CA

0.86

Value

0.84

Unnamed: 0

-0.82

highest_market_value_in_gbp

0.81

market_value_in_gbp

0.80

value_2022

0.80

market_value

0.77

value_2020

0.77

Wage

0.75

value_diff

0.60

Tec

0.57

Vis

0.54

Pen

0.48

Lon

0.44

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Fir

0.71

Pas

0.65

Age_2020

0.56

Ant

0.53

Age

0.52

Best Role

0.52

Agi

0.49

Dec

0.48

Cmp

0.47

sub_position

0.42

Pac

0.39

Nat

0.37

Cnt

0.36

Acc

0.34

MOST FREQUENT VALUES

130

6

7.6%

145

6

7.6%

135

5

6.3%

125

5

6.3%

155

4

5.1%

136

4

5.1%

132

3

3.8%

140

3

3.8%

120

3

3.8%

138

3

3.8%

131

3

3.8%

137

2

2.5%

127

2

2.5%

133

2

2.5%

152

2

2.5%

SMALLEST VALUES

111

1

1.3%

113

1

1.3%

115

1

1.3%

117

1

1.3%

120

3

3.8%

122

1

1.3%

124

1

1.3%

125

5

6.3%

126

1

1.3%

127

2

2.5%

128

1

1.3%

129

1

1.3%

130

6

7.6%

131

3

3.8%

132

3

3.8%

LARGEST VALUES

181

1

1.3%

170

1

1.3%

168

1

1.3%

167

1

1.3%

160

2

2.5%

157

1

1.3%

155

4

5.1%

152

2

2.5%

150

1

1.3%

147

1

1.3%

146

1

1.3%

145

6

7.6%

144

1

1.3%

142

1

1.3%

141

1

1.3%

Wor

MISSING:

---

TOP CATEGORIES

14

19

24%

13

17

22%

12

11

14%

16

9

11%

15

9

11%

11

5

6%

10

4

5%

17

2

3%

9

2

3%

18

1

1%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Wor
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Age_2020

0.36

Best Role

0.28

Best Pos

0.26

Cnt

0.26

Preferred Foot

0.25

Bal

0.25

Dec

0.24

Agi

0.23

Pas

0.23

Pac

0.23

THESE FEATURES
GIVE INFORMATION
ON Wor:

Best Role

0.38

Best Pos

0.29

Bal

0.25

Cnt

0.24

Agi

0.23

Dec

0.23

Acc

0.23

sub_position

0.22

Pas

0.22

Fir

0.21

Pac

0.20

Cmp

0.20

Nat

0.20

Age

0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Wor
CORRELATION RATIO WITH...

current_club_id

0.68

Tea

0.64

Sta

0.63

Agg

0.59

fm_player_index

0.48

Mar

0.47

player_id

0.47

Tck

0.45

Pos

0.45

Bra

0.41

Jum

0.41

Str

0.41

Weight

0.40

Fla

0.39

Vis

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Tec

0.76

Lon

0.71

Cor

0.70

OtB

0.68

Fre

0.66

Pen

0.66

Fin

0.64

CA

0.64

Dri

0.61

Fla

0.61

Cro

0.55

Value

0.54

highest_market_value_in_gbp

0.54

PA

0.54

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Pas

0.83

Fir

0.81

Best Role

0.79

sub_position

0.72

Best Pos

0.67

position

0.65

Cmp

0.58

Dec

0.50

Agi

0.50

Bal

0.40

Age_2020

0.39

Age

0.38

Acc

0.37

Ant

0.34

MOST FREQUENT VALUES

10

12

15.2%

9

12

15.2%

11

13.9%

14

11

13.9%

12

7

8.9%

15

7

8.9%

13

6

7.6%

8

5

6.3%

6

3

3.8%

17

2

2.5%

7

1

1.3%

18

1

1.3%

16

1

1.3%

SMALLEST VALUES

6

3

3.8%

7

1

1.3%

8

5

6.3%

9

12

15.2%

10

12

15.2%

11

13.9%

12

7

8.9%

13

6

7.6%

14

11

13.9%

15

7

8.9%

16

1

1.3%

17

2

2.5%

18

1

1.3%

LARGEST VALUES

18

1

1.3%

17

2

2.5%

16

1

1.3%

15

7

8.9%

14

11

13.9%

13

6

7.6%

12

7

8.9%

11

13.9%

10

12

15.2%

9

12

15.2%

8

5

6.3%

7

1

1.3%

6

3

3.8%

Thr

MISSING:

---

TOP CATEGORIES

1

27

34%

2

26

33%

3

23

29%

4

3

4%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Thr
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Age_2020

0.16

Pac

0.13

Best Role

0.13

Dec

0.12

Pas

0.12

foot

0.11

sub_position

0.10

Preferred Foot

0.10

Nat

0.10

Best Pos

0.09

THESE FEATURES
GIVE INFORMATION
ON Thr:

Best Role

0.28

Pac

0.20

Dec

0.19

sub_position

0.18

Pas

0.18

Best Pos

0.17

Nat

0.15

Wor

0.14

Fir

0.14

Agi

0.13

Cmp

0.12

Cnt

0.11

Ant

0.11

Age

0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Thr
CORRELATION RATIO WITH...

Cor

0.37

Weight

0.28

Vis

0.28

Cro

0.27

L Th

0.24

Str

0.24

value_diff

0.23

Hea

0.22

Agg

0.21

Fin

0.21

Fre

0.20

Lon

0.19

Pen

0.19

fm_player_index

0.18

Tec

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Dri

0.76

Vis

0.76

Fla

0.66

Cor

0.63

Cro

0.63

OtB

0.62

Fre

0.62

Fin

0.60

Pen

0.60

CA

0.60

Mar

-0.58

highest_market_value_in_gbp

0.58

PA

0.57

market_value_in_gbp

0.56

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Fir

0.85

Best Role

0.80

Pas

0.73

Best Pos

0.70

Agi

0.68

sub_position

0.64

position

0.59

Cmp

0.49

Acc

0.48

Pac

0.39

Cnt

0.39

Ant

0.38

Age

0.37

Bal

0.34

MOST FREQUENT VALUES

13

17

21.5%

11

13

16.5%

12

13

16.5%

14

11

13.9%

16

8

10.1%

15

5

6.3%

10

5

6.3%

9

3

3.8%

8

2

2.5%

7

1

1.3%

17

1

1.3%

SMALLEST VALUES

7

1

1.3%

8

2

2.5%

9

3

3.8%

10

5

6.3%

11

13

16.5%

12

13

16.5%

13

17

21.5%

14

11

13.9%

15

5

6.3%

16

8

10.1%

17

1

1.3%

LARGEST VALUES

17

1

1.3%

16

8

10.1%

15

5

6.3%

14

11

13.9%

13

17

21.5%

12

13

16.5%

11

13

16.5%

10

5

6.3%

9

3

3.8%

8

2

2.5%

7

1

1.3%

Tea

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Pos

0.48

Str

0.47

Tck

0.45

Mar

0.43

Jum

0.43

Weight

0.43

Fla

-0.41

Ldr

0.41

Height

0.39

Dri

-0.38

height_in_cm

0.37

Bra

0.37

Agg

0.36

Hea

0.33

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.73

Best Pos

0.67

Acc

0.65

Wor

0.64

Cnt

0.62

Pac

0.54

Agi

0.53

sub_position

0.47

Nat

0.41

Dec

0.39

Age_2020

0.33

Bal

0.32

position

0.32

Cmp

0.30

MOST FREQUENT VALUES

13

24

30.4%

14

16

20.3%

12

9

11.4%

15

8

10.1%

16

7

8.9%

11

6

7.6%

9

2

2.5%

17

2

2.5%

7

2

2.5%

18

1

1.3%

10

1

1.3%

8

1

1.3%

SMALLEST VALUES

7

2

2.5%

8

1

1.3%

9

2

2.5%

10

1

1.3%

11

6

7.6%

12

9

11.4%

13

24

30.4%

14

16

20.3%

15

8

10.1%

16

7

8.9%

17

2

2.5%

18

1

1.3%

LARGEST VALUES

18

1

1.3%

17

2

2.5%

16

7

8.9%

15

8

10.1%

14

16

20.3%

13

24

30.4%

12

9

11.4%

11

6

7.6%

10

1

1.3%

9

2

2.5%

8

1

1.3%

7

2

2.5%

Tck

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Mar

0.91

Pos

0.90

Fla

-0.68

Fin

-0.65

Dri

-0.59

OtB

-0.57

Bra

0.56

L Th

0.49

Sta

0.48

Fre

-0.46

Tea

0.45

Tec

-0.44

Cor

-0.43

Str

0.41

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.89

Best Pos

0.86

sub_position

0.81

position

0.74

Fir

0.49

Agi

0.46

Wor

0.45

Cnt

0.43

Ant

0.43

Acc

0.42

Nat

0.38

Bal

0.36

Preferred Foot

0.35

Dec

0.33

MOST FREQUENT VALUES

13

14

17.7%

14

13

16.5%

7

12

15.2%

12

10

12.7%

15

7

8.9%

10

5

6.3%

8

4

5.1%

11

4

5.1%

5

2

2.5%

9

2

2.5%

4

2

2.5%

6

2

2.5%

17

1

1.3%

3

1

1.3%

SMALLEST VALUES

3

1

1.3%

4

2

2.5%

5

2

2.5%

6

2

2.5%

7

12

15.2%

8

4

5.1%

9

2

2.5%

10

5

6.3%

11

4

5.1%

12

10

12.7%

13

14

17.7%

14

13

16.5%

15

7

8.9%

17

1

1.3%

LARGEST VALUES

17

1

1.3%

15

7

8.9%

14

13

16.5%

13

14

17.7%

12

10

12.7%

11

4

5.1%

10

5

6.3%

9

2

2.5%

8

4

5.1%

7

12

15.2%

6

2

2.5%

5

2

2.5%

4

2

2.5%

3

1

1.3%

Str

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Hea

0.75

Jum

0.73

Weight

0.70

Height

0.65

Cor

-0.64

height_in_cm

0.63

Fla

-0.55

Dri

-0.53

fm_player_index

-0.53

Fre

-0.50

Cro

-0.50

Tea

0.47

Pos

0.47

Mar

0.46

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.81

Best Pos

0.76

sub_position

0.66

Agi

0.55

Acc

0.54

Bal

0.54

Nat

0.47

Ant

0.43

Cnt

0.41

Wor

0.41

Pac

0.36

Pas

0.36

Fir

0.34

Dec

0.32

MOST FREQUENT VALUES

13

14

17.7%

14

13

16.5%

15

11

13.9%

12

9

11.4%

10

8

10.1%

11

8

10.1%

9

6

7.6%

7

4

5.1%

8

2

2.5%

6

2

2.5%

18

1

1.3%

16

1

1.3%

SMALLEST VALUES

6

2

2.5%

7

4

5.1%

8

2

2.5%

9

6

7.6%

10

8

10.1%

11

8

10.1%

12

9

11.4%

13

14

17.7%

14

13

16.5%

15

11

13.9%

16

1

1.3%

18

1

1.3%

LARGEST VALUES

18

1

1.3%

16

1

1.3%

15

11

13.9%

14

13

16.5%

13

14

17.7%

12

9

11.4%

11

8

10.1%

10

8

10.1%

9

6

7.6%

8

2

2.5%

7

4

5.1%

6

2

2.5%

Sta

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Mar

0.52

Pos

0.51

Tck

0.48

current_club_id

-0.47

Fre

-0.44

Bra

0.42

Str

0.38

Dri

-0.33

L Th

0.32

Fla

-0.32

Lon

-0.31

Cor

-0.30

Tec

-0.29

fm_player_index

-0.28

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.66

Wor

0.63

Best Pos

0.58

Nat

0.49

sub_position

0.47

Cnt

0.44

Fir

0.43

Cmp

0.42

position

0.42

Pas

0.41

Com

0.30

Bal

0.30

Age

0.28

Age_2020

0.28

MOST FREQUENT VALUES

14

25

31.6%

13

21

26.6%

15

11

13.9%

12

8

10.1%

11

5

6.3%

16

3

3.8%

10

2

2.5%

18

1

1.3%

9

1

1.3%

8

1

1.3%

17

1

1.3%

SMALLEST VALUES

8

1

1.3%

9

1

1.3%

10

2

2.5%

11

5

6.3%

12

8

10.1%

13

21

26.6%

14

25

31.6%

15

11

13.9%

16

3

3.8%

17

1

1.3%

18

1

1.3%

LARGEST VALUES

18

1

1.3%

17

1

1.3%

16

3

3.8%

15

11

13.9%

14

25

31.6%

13

21

26.6%

12

8

10.1%

11

5

6.3%

10

2

2.5%

9

1

1.3%

8

1

1.3%

TRO

MISSING:

---

TOP CATEGORIES

3

31

39%

2

27

34%

1

19

24%

4

2

3%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

TRO
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Age_2020

0.18

Ecc

0.11

Acc

0.11

Cmp

0.10

Agi

0.10

Pac

0.09

Best Role

0.09

Age

0.08

Fir

0.08

Dec

0.08

THESE FEATURES
GIVE INFORMATION
ON TRO:

Best Role

0.21

Acc

0.19

Cmp

0.17

Agi

0.17

Best Pos

0.15

Fir

0.15

Pac

0.14

Dec

0.14

Age

0.13

sub_position

0.13

Pas

0.12

Age_2020

0.12

Ecc

0.12

Ant

0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

TRO
CORRELATION RATIO WITH...

player_id

0.30

fm_player_index

0.27

L Th

0.26

Bra

0.24

Ldr

0.23

Tck

0.23

current_club_id

0.22

Wage

0.21

Dri

0.21

Tea

0.21

market_value

0.20

value_2020

0.20

Pos

0.20

Mar

0.19

Ref

MISSING:

---

TOP CATEGORIES

3

28

35%

2

27

34%

1

23

29%

4

1

1%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Ref
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Age_2020

0.19

Best Role

0.12

Nat

0.10

Fir

0.10

Best Pos

0.10

Preferred Foot

0.10

Dec

0.10

Wor

0.09

Cmp

0.09

Age

0.09

THESE FEATURES
GIVE INFORMATION
ON Ref:

Best Role

0.29

Best Pos

0.19

Fir

0.18

Nat

0.17

Dec

0.16

Wor

0.16

Cmp

0.15

Age

0.14

Acc

0.14

Agi

0.13

Cnt

0.13

Age_2020

0.13

Pac

0.12

sub_position

0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Ref
CORRELATION RATIO WITH...

Lon

0.29

Str

0.25

Ldr

0.23

Tea

0.23

Agg

0.22

PA

0.22

Weight

0.22

Fin

0.21

Value

0.21

Unnamed: 0

0.21

player_id

0.20

value_diff

0.20

Sta

0.19

Unnamed: 0.1

0.19

Pun

MISSING:

---

TOP CATEGORIES

1

31

39%

3

25

32%

2

21

27%

4

2

3%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Pun
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Role

0.15

Nat

0.12

Acc

0.12

Pas

0.10

Wor

0.10

Best Pos

0.10

Agi

0.10

Ant

0.10

Cmp

0.10

Age_2020

0.09

THESE FEATURES
GIVE INFORMATION
ON Pun:

Best Role

0.34

Acc

0.21

Nat

0.20

Best Pos

0.19

Wor

0.18

Agi

0.18

Pas

0.17

Cmp

0.16

Fir

0.15

sub_position

0.15

Bal

0.14

Ant

0.14

Pac

0.12

Dec

0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Pun
CORRELATION RATIO WITH...

Pos

0.26

Wage

0.26

Mar

0.25

Tec

0.25

Tck

0.25

Agg

0.24

Fin

0.23

Vis

0.22

Bra

0.22

Unnamed: 0.1

0.21

PA

0.21

Det

0.21

Sta

0.20

Value

0.20

Pos

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Mar

0.92

Tck

0.90

Dri

-0.69

Fla

-0.67

Fin

-0.65

OtB

-0.57

Bra

0.53

Sta

0.51

Tec

-0.51

L Th

0.50

Tea

0.48

Str

0.47

Fre

-0.44

Ldr

0.43

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.93

Best Pos

0.89

sub_position

0.81

position

0.74

Agi

0.54

Acc

0.52

Fir

0.50

Cnt

0.47

Ant

0.45

Wor

0.45

Pac

0.37

Preferred Foot

0.36

Nat

0.35

Bal

0.31

MOST FREQUENT VALUES

13

19

24.1%

14

8

10.1%

11

8

10.1%

7

8.9%

12

7

8.9%

6

7.6%

8

6

7.6%

10

6

7.6%

5

6.3%

9

3

3.8%

15

2

2.5%

4

1

1.3%

16

1

1.3%

SMALLEST VALUES

4

1

1.3%

5

6.3%

6

7.6%

7

8.9%

8

6

7.6%

9

3

3.8%

10

6

7.6%

11

8

10.1%

12

7

8.9%

13

19

24.1%

14

8

10.1%

15

2

2.5%

16

1

1.3%

LARGEST VALUES

16

1

1.3%

15

2

2.5%

14

8

10.1%

13

19

24.1%

12

7

8.9%

11

8

10.1%

10

6

7.6%

9

3

3.8%

8

6

7.6%

7

8.9%

6

7.6%

5

6.3%

4

1

1.3%

Pen

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Vis

0.66

Lon

0.61

Tec

0.60

Fre

0.60

Fla

0.59

Fin

0.58

OtB

0.58

CA

0.55

Cor

0.53

highest_market_value_in_gbp

0.52

market_value_in_gbp

0.51

value_2022

0.51

market_value

0.51

value_2020

0.51

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.76

Fir

0.69

Best Pos

0.67

sub_position

0.60

Pas

0.58

position

0.56

Cmp

0.49

Dec

0.43

Agi

0.37

Nat

0.35

Wor

0.33

Ant

0.33

Acc

0.30

Pac

0.30

MOST FREQUENT VALUES

8

12

15.2%

9

10

12.7%

7

8

10.1%

13

8

10.1%

12

7

8.9%

14

7

8.9%

6

7.6%

10

5

6.3%

11

5

6.3%

15

4

5.1%

5

4

5.1%

4

1

1.3%

3

1

1.3%

2

1

1.3%

SMALLEST VALUES

2

1

1.3%

3

1

1.3%

4

1

1.3%

5

4

5.1%

6

7.6%

7

8

10.1%

8

12

15.2%

9

10

12.7%

10

5

6.3%

11

5

6.3%

12

7

8.9%

13

8

10.1%

14

7

8.9%

15

4

5.1%

LARGEST VALUES

15

4

5.1%

14

7

8.9%

13

8

10.1%

12

7

8.9%

11

5

6.3%

10

5

6.3%

9

10

12.7%

8

12

15.2%

7

8

10.1%

6

7.6%

5

4

5.1%

4

1

1.3%

3

1

1.3%

2

1

1.3%

Pas

MISSING:

---

TOP CATEGORIES

12

27

34%

11

13

16%

13

12

15%

14

8

10%

15

7

9%

10

4

5%

9

3

4%

16

3

4%

7

1

1%

17

1

1%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Pas
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Role

0.33

Fir

0.31

Age_2020

0.28

Best Pos

0.28

Cmp

0.28

Dec

0.27

sub_position

0.27

Ant

0.23

Preferred Foot

0.23

position

0.22

THESE FEATURES
GIVE INFORMATION
ON Pas:

Best Role

0.47

Fir

0.33

Best Pos

0.33

sub_position

0.30

Cmp

0.28

Dec

0.26

Wor

0.23

Age

0.21

Pac

0.21

Ant

0.20

Cnt

0.20

Bal

0.20

Nat

0.19

Agi

0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Pas
CORRELATION RATIO WITH...

Vis

0.83

Tec

0.73

market_value

0.71

value_2020

0.71

CA

0.70

Cor

0.68

Value

0.65

PA

0.65

Fre

0.63

Wage

0.62

Lon

0.62

market_value_in_gbp

0.61

value_2022

0.61

highest_market_value_in_gbp

0.61

Pac

MISSING:

---

TOP CATEGORIES

13

23

29%

12

19

24%

14

18%

15

11

14%

11

5

6%

10

3

4%

9

2

3%

16

1

1%

17

1

1%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Pac
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Acc

0.34

Best Role

0.28

Best Pos

0.25

Dec

0.25

Age_2020

0.23

Agi

0.23

Cnt

0.22

Ant

0.21

Preferred Foot

0.21

sub_position

0.21

THESE FEATURES
GIVE INFORMATION
ON Pac:

Best Role

0.42

Acc

0.38

Best Pos

0.32

Agi

0.26

Dec

0.26

sub_position

0.25

Fir

0.23

Wor

0.23

Cnt

0.22

Pas

0.22

Cmp

0.21

Bal

0.21

Ant

0.20

Nat

0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Pac
CORRELATION RATIO WITH...

Tea

0.54

Weight

0.49

Dri

0.44

market_value

0.44

value_2020

0.44

Height

0.44

Wage

0.43

Ldr

0.43

height_in_cm

0.42

Bra

0.40

CA

0.40

Hea

0.39

PA

0.39

highest_market_value_in_gbp

0.39

1v1

MISSING:

---

TOP CATEGORIES

2

27

34%

3

24

30%

1

23

29%

4

5

6%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

1v1
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Age_2020

0.18

Best Role

0.12

Agi

0.11

Dec

0.11

Cmp

0.11

Bal

0.11

Preferred Foot

0.10

Wor

0.10

Acc

0.10

Nat

0.09

THESE FEATURES
GIVE INFORMATION
ON 1v1:

Best Role

0.26

Agi

0.18

Bal

0.17

Cmp

0.17

Dec

0.16

Best Pos

0.16

Acc

0.16

Wor

0.15

Nat

0.14

Pas

0.12

Ant

0.12

Age_2020

0.12

Fir

0.11

Cnt

0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

1v1
CORRELATION RATIO WITH...

current_club_id

0.35

PA

0.32

CA

0.32

Wage

0.28

Unnamed: 0

0.27

Tea

0.24

Agg

0.24

Det

0.24

Sta

0.23

market_value

0.23

value_2020

0.23

Value

0.23

OtB

0.22

height_in_cm

0.21

OtB

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Fin

0.77

Dri

0.73

Vis

0.68

Fla

0.68

Mar

-0.67

Tec

0.62

Cro

0.61

Fre

0.59

Cor

0.59

Lon

0.58

Pen

0.58

Pos

-0.57

Tck

-0.57

CA

0.47

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.82

Best Pos

0.75

sub_position

0.73

Fir

0.64

position

0.63

Agi

0.56

Pas

0.53

Acc

0.48

Cmp

0.42

Bal

0.40

Age

0.38

Cmd

0.37

Age_2020

0.36

Cnt

0.33

MOST FREQUENT VALUES

13

16

20.3%

14

17.7%

11

9

11.4%

12

8

10.1%

8

7

8.9%

9

6

7.6%

15

5

6.3%

7

5

6.3%

16

4

5.1%

10

4

5.1%

5

1

1.3%

SMALLEST VALUES

5

1

1.3%

7

5

6.3%

8

7

8.9%

9

6

7.6%

10

4

5.1%

11

9

11.4%

12

8

10.1%

13

16

20.3%

14

17.7%

15

5

6.3%

16

4

5.1%

LARGEST VALUES

16

4

5.1%

15

5

6.3%

14

17.7%

13

16

20.3%

12

8

10.1%

11

9

11.4%

10

4

5.1%

9

6

7.6%

8

7

8.9%

7

5

6.3%

5

1

1.3%

Nat

MISSING:

---

TOP CATEGORIES

13

21

27%

14

20

25%

12

13

16%

15

9

11%

16

6

8%

10

4

5%

9

2

3%

11

2

3%

8

1

1%

18

1

1%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Nat
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Age_2020

0.34

Best Role

0.25

sub_position

0.24

Ant

0.23

Dec

0.22

Acc

0.22

Best Pos

0.22

foot

0.21

Fir

0.21

Bal

0.21

THESE FEATURES
GIVE INFORMATION
ON Nat:

Best Role

0.36

sub_position

0.27

Best Pos

0.26

Acc

0.24

Fir

0.22

Dec

0.22

Bal

0.22

Wor

0.21

Ant

0.20

Pas

0.19

Agi

0.19

Age

0.18

Pac

0.17

Cnt

0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Nat
CORRELATION RATIO WITH...

fm_player_index

0.53

Unnamed: 0

0.51

current_club_id

0.50

Sta

0.49

Str

0.47

value_diff

0.46

Unnamed: 0.1

0.43

Tea

0.41

Jum

0.41

Agg

0.40

CA

0.40

Value

0.38

Cro

0.38

Tck

0.38

Mar

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Pos

0.92

Tck

0.91

Fla

-0.78

Fin

-0.74

Dri

-0.73

OtB

-0.67

Bra

0.60

Tec

-0.58

Fre

-0.54

Cor

-0.53

Sta

0.52

Cro

-0.52

Vis

-0.52

Hea

0.47

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.94

Best Pos

0.92

sub_position

0.84

position

0.78

Fir

0.61

Agi

0.55

Wor

0.47

Acc

0.46

Cnt

0.41

Ant

0.39

Preferred Foot

0.37

Pac

0.36

Age_2020

0.36

Pas

0.35

MOST FREQUENT VALUES

13

16

20.3%

5

10

12.7%

14

9

11.4%

12

8

10.1%

6

7

8.9%

8

6

7.6%

11

5

6.3%

4

5

6.3%

7

4

5.1%

9

3

3.8%

15

3

3.8%

10

3

3.8%

SMALLEST VALUES

4

5

6.3%

5

10

12.7%

6

7

8.9%

7

4

5.1%

8

6

7.6%

9

3

3.8%

10

3

3.8%

11

5

6.3%

12

8

10.1%

13

16

20.3%

14

9

11.4%

15

3

3.8%

LARGEST VALUES

15

3

3.8%

14

9

11.4%

13

16

20.3%

12

8

10.1%

11

5

6.3%

10

3

3.8%

9

3

3.8%

8

6

7.6%

7

4

5.1%

6

7

8.9%

5

10

12.7%

4

5

6.3%

L Th

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Pos

0.50

Tck

0.49

Mar

0.46

Fin

-0.40

Fre

-0.35

Sta

0.32

Fla

-0.32

Bra

0.29

Dri

-0.26

Tec

-0.24

Vis

-0.24

Pen

-0.22

highest_market_value_in_gbp

-0.21

Value

-0.21

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Pos

0.75

Best Role

0.74

sub_position

0.66

position

0.52

Fir

0.44

Bal

0.39

Pac

0.37

Agi

0.37

Pas

0.35

Age

0.33

Acc

0.31

Dec

0.31

Cnt

0.30

Cmp

0.29

MOST FREQUENT VALUES

4

10

12.7%

10

9

11.4%

7

9

11.4%

8

10.1%

5

7

8.9%

12

6

7.6%

6

7.6%

11

6

7.6%

9

5

6.3%

3

5

6.3%

13

3

3.8%

2

2.5%

16

2

2.5%

15

1

1.3%

SMALLEST VALUES

2

2.5%

3

5

6.3%

4

10

12.7%

5

7

8.9%

6

7.6%

7

9

11.4%

8

10.1%

9

5

6.3%

10

9

11.4%

11

6

7.6%

12

6

7.6%

13

3

3.8%

15

1

1.3%

16

2

2.5%

LARGEST VALUES

16

2

2.5%

15

1

1.3%

13

3

3.8%

12

6

7.6%

11

6

7.6%

10

9

11.4%

9

5

6.3%

8

10.1%

7

9

11.4%

6

7.6%

5

7

8.9%

4

10

12.7%

3

5

6.3%

2

2.5%

Lon

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Fre

0.73

Vis

0.71

Cor

0.66

Dri

0.62

Pen

0.61

Fin

0.61

OtB

0.58

Tec

0.56

Fla

0.55

Cro

0.47

Mar

-0.45

CA

0.45

PA

0.44

market_value_in_gbp

0.42

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.83

Best Pos

0.77

sub_position

0.73

Fir

0.70

position

0.66

Pas

0.62

Cmp

0.46

Age

0.43

Agi

0.43

Dec

0.36

Acc

0.33

Bal

0.31

Cmd

0.30

Age_2020

0.30

MOST FREQUENT VALUES

10

11

13.9%

14

11

13.9%

11

8

10.1%

13

8

10.1%

12

7

8.9%

8

7

8.9%

9

6

7.6%

5

6.3%

15

5

6.3%

6

4

5.1%

7

3

3.8%

16

2

2.5%

3

1

1.3%

4

1

1.3%

SMALLEST VALUES

3

1

1.3%

4

1

1.3%

5

6.3%

6

4

5.1%

7

3

3.8%

8

7

8.9%

9

6

7.6%

10

11

13.9%

11

8

10.1%

12

7

8.9%

13

8

10.1%

14

11

13.9%

15

5

6.3%

16

2

2.5%

LARGEST VALUES

16

2

2.5%

15

5

6.3%

14

11

13.9%

13

8

10.1%

12

7

8.9%

11

8

10.1%

10

11

13.9%

9

6

7.6%

8

7

8.9%

7

3

3.8%

6

4

5.1%

5

6.3%

4

1

1.3%

3

1

1.3%

Ldr

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Pos

0.43

Tea

0.41

Mar

0.40

Tck

0.40

Agg

0.35

Fla

-0.35

Dri

-0.31

Bra

0.29

OtB

-0.26

Hea

0.25

Weight

0.25

Height

0.24

Unnamed: 0.1

-0.24

Jum

0.22

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.61

Best Pos

0.59

sub_position

0.50

Cnt

0.47

Acc

0.47

Agi

0.44

Pac

0.43

Dec

0.37

Wor

0.36

Ant

0.33

Age_2020

0.32

Fir

0.31

Pas

0.27

Nat

0.27

MOST FREQUENT VALUES

12

10

12.7%

8

10

12.7%

10

12.7%

14

10

12.7%

11

9

11.4%

13

7

8.9%

7

6

7.6%

6

7.6%

9

5

6.3%

5

3

3.8%

16

2

2.5%

17

1

1.3%

SMALLEST VALUES

5

3

3.8%

6

7.6%

7

6

7.6%

8

10

12.7%

9

5

6.3%

10

12.7%

11

9

11.4%

12

10

12.7%

13

7

8.9%

14

10

12.7%

16

2

2.5%

17

1

1.3%

LARGEST VALUES

17

1

1.3%

16

2

2.5%

14

10

12.7%

13

7

8.9%

12

10

12.7%

11

9

11.4%

10

12.7%

9

5

6.3%

8

10

12.7%

7

6

7.6%

6

7.6%

5

3

3.8%

Kic

MISSING:

---

TOP CATEGORIES

3

29

37%

2

28

35%

1

20

25%

4

2

3%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Kic
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Age_2020

0.19

Dec

0.11

Age

0.11

Fir

0.11

Best Role

0.11

Agi

0.08

Cmp

0.08

Pac

0.07

Nat

0.07

Ref

0.07

THESE FEATURES
GIVE INFORMATION
ON Kic:

Best Role

0.25

Fir

0.19

Dec

0.18

Age

0.18

Agi

0.13

Age_2020

0.13

Best Pos

0.13

Cmp

0.13

Bal

0.12

Nat

0.12

Pac

0.11

sub_position

0.11

Acc

0.11

Wor

0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Kic
CORRELATION RATIO WITH...

Tea

0.28

player_id

0.27

Agg

0.25

Vis

0.24

current_club_id

0.24

Value

0.22

Cro

0.21

OtB

0.21

fm_player_index

0.21

CA

0.21

height_in_cm

0.20

Weight

0.20

Wage

0.19

Unnamed: 0

0.18

Jum

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Height

0.89

height_in_cm

0.84

Hea

0.75

Str

0.73

Weight

0.67

Dri

-0.63

Cor

-0.55

Fla

-0.54

Cro

-0.53

Fre

-0.48

Mar

0.45

OtB

-0.43

Tea

0.43

Pos

0.42

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.77

Best Pos

0.75

sub_position

0.68

Agi

0.62

Acc

0.58

Ant

0.45

Bal

0.44

Fir

0.42

Wor

0.41

Nat

0.41

Age_2020

0.40

Pac

0.37

Age

0.36

Cnt

0.35

MOST FREQUENT VALUES

13

15

19.0%

11

9

11.4%

8

10.1%

14

8

10.1%

9

8

10.1%

10

7

8.9%

16

5

6.3%

12

5

6.3%

15

4

5.1%

7

4

5.1%

17

2

2.5%

2

2.5%

5

1

1.3%

19

1

1.3%

SMALLEST VALUES

2

2.5%

5

1

1.3%

7

4

5.1%

8

10.1%

9

8

10.1%

10

7

8.9%

11

9

11.4%

12

5

6.3%

13

15

19.0%

14

8

10.1%

15

4

5.1%

16

5

6.3%

17

2

2.5%

19

1

1.3%

LARGEST VALUES

19

1

1.3%

17

2

2.5%

16

5

6.3%

15

4

5.1%

14

8

10.1%

13

15

19.0%

12

5

6.3%

11

9

11.4%

10

7

8.9%

9

8

10.1%

8

10.1%

7

4

5.1%

5

1

1.3%

2

2.5%

Hea

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Str

0.75

Jum

0.75

Height

0.74

height_in_cm

0.71

Weight

0.70

Cor

-0.57

fm_player_index

-0.57

Dri

-0.57

Fla

-0.51

Cro

-0.50

Mar

0.47

Fre

-0.43

Pos

0.41

Lon

-0.40

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.82

Best Pos

0.80

sub_position

0.76

Agi

0.54

Acc

0.51

Bal

0.48

Ant

0.47

Age_2020

0.46

Dec

0.43

Age

0.41

position

0.41

Pac

0.39

Wor

0.37

Pas

0.36

MOST FREQUENT VALUES

14

20

25.3%

13

11

13.9%

9

11.4%

10

8

10.1%

8

10.1%

12

5

6.3%

15

4

5.1%

7

4

5.1%

11

3

3.8%

5

3

3.8%

4

2

2.5%

16

1

1.3%

6

1

1.3%

SMALLEST VALUES

4

2

2.5%

5

3

3.8%

6

1

1.3%

7

4

5.1%

8

10.1%

9

11.4%

10

8

10.1%

11

3

3.8%

12

5

6.3%

13

11

13.9%

14

20

25.3%

15

4

5.1%

16

1

1.3%

LARGEST VALUES

16

1

1.3%

15

4

5.1%

14

20

25.3%

13

11

13.9%

12

5

6.3%

11

3

3.8%

10

8

10.1%

9

11.4%

8

10.1%

7

4

5.1%

6

1

1.3%

5

3

3.8%

4

2

2.5%

Han

MISSING:

---

TOP CATEGORIES

3

27

34%

1

27

34%

2

23

29%

4

2

3%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Han
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Acc

0.16

Best Role

0.12

Age_2020

0.12

Bal

0.11

Nat

0.11

Dec

0.11

Pas

0.10

Fir

0.09

Pun

0.09

Cnt

0.09

THESE FEATURES
GIVE INFORMATION
ON Han:

Acc

0.28

Best Role

0.28

Bal

0.19

Nat

0.18

Dec

0.17

Pas

0.17

Best Pos

0.16

Fir

0.15

Agi

0.14

Wor

0.13

Cnt

0.13

Age

0.13

Cmp

0.13

sub_position

0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Han
CORRELATION RATIO WITH...

Det

0.30

player_id

0.28

Tck

0.22

Pos

0.22

OtB

0.22

Agg

0.21

Ldr

0.20

Tea

0.20

L Th

0.19

Unnamed: 0.1

0.19

Sta

0.19

height_in_cm

0.19

Pen

0.19

Fla

0.19

Fre

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Cor

0.81

Lon

0.73

Fla

0.67

Vis

0.66

Tec

0.62

Cro

0.60

Pen

0.60

OtB

0.59

Dri

0.59

Fin

0.56

Mar

-0.54

Str

-0.50

Jum

-0.48

Tck

-0.46

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.83

Best Pos

0.75

sub_position

0.70

Fir

0.66

Pas

0.63

position

0.60

Agi

0.48

Cmp

0.42

Bal

0.35

Cmd

0.35

Age

0.35

Age_2020

0.34

Dec

0.32

Acc

0.32

MOST FREQUENT VALUES

8

12

15.2%

6

11

13.9%

9

11.4%

14

9

11.4%

10

8

10.1%

12

6

7.6%

5

6.3%

11

4

5.1%

13

4

5.1%

7

3

3.8%

3

2

2.5%

15

2

2.5%

4

2

2.5%

2

1

1.3%

16

1

1.3%

SMALLEST VALUES

2

1

1.3%

3

2

2.5%

4

2

2.5%

5

6.3%

6

11

13.9%

7

3

3.8%

8

12

15.2%

9

11.4%

10

8

10.1%

11

4

5.1%

12

6

7.6%

13

4

5.1%

14

9

11.4%

15

2

2.5%

16

1

1.3%

LARGEST VALUES

16

1

1.3%

15

2

2.5%

14

9

11.4%

13

4

5.1%

12

6

7.6%

11

4

5.1%

10

8

10.1%

9

11.4%

8

12

15.2%

7

3

3.8%

6

11

13.9%

5

6.3%

4

2

2.5%

3

2

2.5%

2

1

1.3%

Fla

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Mar

-0.78

Dri

0.72

Tck

-0.68

OtB

0.68

Pos

-0.67

Fre

0.67

Fin

0.67

Tec

0.66

Cor

0.64

Vis

0.61

Cro

0.61

Pen

0.59

Weight

-0.58

Str

-0.55

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.88

Best Pos

0.76

sub_position

0.72

Fir

0.67

position

0.64

Agi

0.58

Acc

0.52

Pas

0.52

Cmd

0.41

Age

0.40

Wor

0.39

Age_2020

0.39

Ant

0.36

Pac

0.36

MOST FREQUENT VALUES

12

10

12.7%

16

9

11.4%

7

8

10.1%

6

7

8.9%

14

7

8.9%

8

6

7.6%

15

6

7.6%

13

6

7.6%

10

5

6.3%

11

4

5.1%

9

4

5.1%

17

2

2.5%

5

2

2.5%

1

2

2.5%

18

1

1.3%

SMALLEST VALUES

1

2

2.5%

5

2

2.5%

6

7

8.9%

7

8

10.1%

8

6

7.6%

9

4

5.1%

10

5

6.3%

11

4

5.1%

12

10

12.7%

13

6

7.6%

14

7

8.9%

15

6

7.6%

16

9

11.4%

17

2

2.5%

18

1

1.3%

LARGEST VALUES

18

1

1.3%

17

2

2.5%

16

9

11.4%

15

6

7.6%

14

7

8.9%

13

6

7.6%

12

10

12.7%

11

4

5.1%

10

5

6.3%

9

4

5.1%

8

6

7.6%

7

8

10.1%

6

7

8.9%

5

2

2.5%

1

2

2.5%

Fir

MISSING:

---

TOP CATEGORIES

11

19

24%

12

16

20%

13

16%

14

11

14%

10

5

6%

9

4

5%

15

4

5%

16

3

4%

8

2

3%

17

2

3%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Fir
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Role

0.38

Age_2020

0.33

Best Pos

0.33

Pas

0.33

position

0.33

sub_position

0.30

Agi

0.26

Cmp

0.26

Bal

0.23

Pac

0.23

THESE FEATURES
GIVE INFORMATION
ON Fir:

Best Role

0.50

Best Pos

0.36

sub_position

0.32

Pas

0.31

Agi

0.27

Cmp

0.25

Bal

0.23

Acc

0.21

Wor

0.21

Nat

0.21

Pac

0.20

Age

0.20

Dec

0.19

position

0.17

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Fir
CORRELATION RATIO WITH...

Tec

0.85

Vis

0.81

market_value_in_gbp

0.75

value_2022

0.75

highest_market_value_in_gbp

0.74

value_diff

0.73

Value

0.73

Dri

0.73

CA

0.71

PA

0.71

Lon

0.70

Pen

0.69

Fin

0.68

Fla

0.67

Fin

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

OtB

0.77

Mar

-0.74

Dri

0.69

Fla

0.67

Tck

-0.65

Pos

-0.65

Vis

0.64

Lon

0.61

Tec

0.60

Pen

0.58

Fre

0.56

Cor

0.52

CA

0.49

Cro

0.46

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.88

sub_position

0.85

Best Pos

0.85

position

0.80

Fir

0.68

Preferred Foot

0.49

Pas

0.49

Cmp

0.42

Agi

0.42

Bal

0.38

Wor

0.38

Ant

0.38

Acc

0.37

Pac

0.37

MOST FREQUENT VALUES

7

10

12.7%

14

9

11.4%

6

9

11.4%

13

9

11.4%

10

7

8.9%

12

7

8.9%

8

7

8.9%

5

6

7.6%

9

6

7.6%

11

5

6.3%

4

2

2.5%

16

1

1.3%

15

1

1.3%

SMALLEST VALUES

4

2

2.5%

5

6

7.6%

6

9

11.4%

7

10

12.7%

8

7

8.9%

9

6

7.6%

10

7

8.9%

11

5

6.3%

12

7

8.9%

13

9

11.4%

14

9

11.4%

15

1

1.3%

16

1

1.3%

LARGEST VALUES

16

1

1.3%

15

1

1.3%

14

9

11.4%

13

9

11.4%

12

7

8.9%

11

5

6.3%

10

7

8.9%

9

6

7.6%

8

7

8.9%

7

10

12.7%

6

9

11.4%

5

6

7.6%

4

2

2.5%

Ecc

MISSING:

---

TOP CATEGORIES

1

27

34%

3

26

33%

2

23

29%

4

3

4%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Ecc
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Role

0.12

TRO

0.12

Age_2020

0.11

Wor

0.10

Ant

0.09

Pas

0.09

Acc

0.09

sub_position

0.09

Dec

0.09

Bal

0.09

THESE FEATURES
GIVE INFORMATION
ON Ecc:

Best Role

0.26

Wor

0.16

sub_position

0.16

Best Pos

0.15

Acc

0.15

Bal

0.14

Pas

0.14

Dec

0.13

Nat

0.13

Fir

0.13

Age

0.13

Ant

0.12

TRO

0.11

Cmp

0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Ecc
CORRELATION RATIO WITH...

Fin

0.26

Unnamed: 0

0.25

Weight

0.23

CA

0.23

OtB

0.22

player_id

0.21

Fre

0.20

value_diff

0.19

Cor

0.19

Hea

0.18

height_in_cm

0.18

Pos

0.18

market_value_in_gbp

0.17

value_2022

0.17

Dri

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Tec

0.76

OtB

0.73

Mar

-0.73

Fla

0.72

Pos

-0.69

Fin

0.69

Cro

0.69

Cor

0.63

Jum

-0.63

Lon

0.62

Vis

0.61

Tck

-0.59

Fre

0.59

Hea

-0.57

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.86

Best Pos

0.81

sub_position

0.77

Fir

0.73

Agi

0.71

position

0.68

Acc

0.60

Pas

0.57

Pac

0.44

Age_2020

0.38

Ant

0.36

Cnt

0.36

Age

0.35

Cmp

0.33

MOST FREQUENT VALUES

13

12

15.2%

11

10

12.7%

14

10

12.7%

12

9

11.4%

9

8

10.1%

10

8

10.1%

15

7

8.9%

8

5

6.3%

7

3

3.8%

6

3

3.8%

16

3

3.8%

5

1

1.3%

SMALLEST VALUES

5

1

1.3%

6

3

3.8%

7

3

3.8%

8

5

6.3%

9

8

10.1%

10

8

10.1%

11

10

12.7%

12

9

11.4%

13

12

15.2%

14

10

12.7%

15

7

8.9%

16

3

3.8%

LARGEST VALUES

16

3

3.8%

15

7

8.9%

14

10

12.7%

13

12

15.2%

12

9

11.4%

11

10

12.7%

10

8

10.1%

9

8

10.1%

8

5

6.3%

7

3

3.8%

6

3

3.8%

5

1

1.3%

Det

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Bra

0.35

Tea

0.32

Agg

0.31

Ldr

0.19

Tck

0.14

Pos

0.13

Vis

-0.13

Cro

0.11

Fla

-0.11

current_club_id

-0.11

Value

0.10

Sta

0.10

Mar

0.10

player_id

-0.10

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.51

Fir

0.49

Agi

0.44

Acc

0.43

Best Pos

0.43

Pas

0.38

Wor

0.37

sub_position

0.31

Pac

0.31

Ant

0.31

Nat

0.31

Han

0.30

Cnt

0.29

Age

0.29

MOST FREQUENT VALUES

12

16

20.3%

13

15

19.0%

14

12

15.2%

15

11

13.9%

16

9

11.4%

11

6

7.6%

18

3

3.8%

10

3

3.8%

9

2

2.5%

17

1

1.3%

8

1

1.3%

SMALLEST VALUES

8

1

1.3%

9

2

2.5%

10

3

3.8%

11

6

7.6%

12

16

20.3%

13

15

19.0%

14

12

15.2%

15

11

13.9%

16

9

11.4%

17

1

1.3%

18

3

3.8%

LARGEST VALUES

18

3

3.8%

17

1

1.3%

16

9

11.4%

15

11

13.9%

14

12

15.2%

13

15

19.0%

12

16

20.3%

11

6

7.6%

10

3

3.8%

9

2

2.5%

8

1

1.3%

Dec

MISSING:

---

TOP CATEGORIES

12

24

30%

13

18

23%

14

10

13%

11

10

13%

10

8

10%

8

3

4%

9

2

3%

15

2

3%

16

1

1%

6

1

1%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Dec
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Age_2020

0.30

Best Role

0.29

Ant

0.27

Pas

0.26

Pac

0.26

Cmp

0.25

Preferred Foot

0.24

Best Pos

0.23

Acc

0.23

Wor

0.23

THESE FEATURES
GIVE INFORMATION
ON Dec:

Best Role

0.42

Best Pos

0.27

Pas

0.27

Cmp

0.26

sub_position

0.25

Acc

0.25

Pac

0.25

Wor

0.24

Ant

0.24

Nat

0.22

Bal

0.22

Agi

0.22

Fir

0.21

Age

0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Dec
CORRELATION RATIO WITH...

Unnamed: 0

0.57

CA

0.53

Vis

0.50

PA

0.48

Value

0.48

height_in_cm

0.47

market_value

0.45

value_2020

0.45

Hea

0.43

Pen

0.43

Wage

0.42

Height

0.41

market_value_in_gbp

0.40

value_2022

0.40

Cro

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Cor

0.70

Dri

0.69

Tec

0.63

OtB

0.61

Fla

0.61

Fre

0.60

Vis

0.55

Jum

-0.53

Weight

-0.52

Mar

-0.52

Hea

-0.50

Str

-0.50

Height

-0.48

Pen

0.47

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.76

Best Pos

0.68

sub_position

0.63

Fir

0.61

Pas

0.58

Agi

0.52

Age

0.41

Nat

0.38

Bal

0.37

position

0.37

Age_2020

0.37

Acc

0.36

Cmp

0.33

Preferred Foot

0.32

MOST FREQUENT VALUES

11

12

15.2%

13

10

12.7%

10

8

10.1%

8

10.1%

12

8

10.1%

14

7

8.9%

7

8.9%

9

7

8.9%

6

5

6.3%

15

4

5.1%

5

1

1.3%

16

1

1.3%

17

1

1.3%

SMALLEST VALUES

5

1

1.3%

6

5

6.3%

7

8.9%

8

10.1%

9

7

8.9%

10

8

10.1%

11

12

15.2%

12

8

10.1%

13

10

12.7%

14

7

8.9%

15

4

5.1%

16

1

1.3%

17

1

1.3%

LARGEST VALUES

17

1

1.3%

16

1

1.3%

15

4

5.1%

14

7

8.9%

13

10

12.7%

12

8

10.1%

11

12

15.2%

10

8

10.1%

9

7

8.9%

8

10.1%

7

8.9%

6

5

6.3%

5

1

1.3%

Cor

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Fre

0.81

Cro

0.70

Vis

0.70

Lon

0.66

Fla

0.64

Str

-0.64

Dri

0.63

Tec

0.63

OtB

0.59

Hea

-0.57

Jum

-0.55

Weight

-0.55

Mar

-0.53

Pen

0.53

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.82

Best Pos

0.80

sub_position

0.75

Pas

0.68

Fir

0.63

position

0.56

Agi

0.47

Dec

0.40

Age

0.38

Thr

0.37

Bal

0.36

Age_2020

0.35

Cmp

0.34

Cmd

0.33

MOST FREQUENT VALUES

8

10

12.7%

6

10

12.7%

5

10

12.7%

10

9

11.4%

12

8

10.1%

13

6

7.6%

14

6

7.6%

11

5

6.3%

4

5.1%

7

3

3.8%

3

2

2.5%

9

2

2.5%

16

2

2.5%

15

1

1.3%

17

1

1.3%

SMALLEST VALUES

3

2

2.5%

4

5.1%

5

10

12.7%

6

10

12.7%

7

3

3.8%

8

10

12.7%

9

2

2.5%

10

9

11.4%

11

5

6.3%

12

8

10.1%

13

6

7.6%

14

6

7.6%

15

1

1.3%

16

2

2.5%

17

1

1.3%

LARGEST VALUES

17

1

1.3%

16

2

2.5%

15

1

1.3%

14

6

7.6%

13

6

7.6%

12

8

10.1%

11

5

6.3%

10

9

11.4%

9

2

2.5%

8

10

12.7%

7

3

3.8%

6

10

12.7%

5

10

12.7%

4

5.1%

3

2

2.5%

Cnt

MISSING:

---

TOP CATEGORIES

12

24

30%

13

14

18%

14

13

16%

11

14%

10

9

11%

9

4

5%

8

2

3%

15

2

3%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Cnt
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Role

0.28

Age_2020

0.27

Best Pos

0.26

Wor

0.24

sub_position

0.22

Pac

0.22

Agi

0.22

Acc

0.21

Preferred Foot

0.21

Pas

0.20

THESE FEATURES
GIVE INFORMATION
ON Cnt:

Best Role

0.41

Best Pos

0.32

Wor

0.26

sub_position

0.26

Agi

0.25

Acc

0.24

Pac

0.22

Pas

0.21

Cmp

0.20

Dec

0.19

Bal

0.19

Fir

0.18

Nat

0.17

Ant

0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Cnt
CORRELATION RATIO WITH...

Tea

0.62

Ldr

0.47

Pos

0.47

Sta

0.44

Tck

0.43

Str

0.41

Mar

0.41

current_club_id

0.40

Unnamed: 0

0.39

fm_player_index

0.39

Tec

0.39

Agg

0.38

CA

0.37

highest_market_value_in_gbp

0.37

Cmp

MISSING:

---

TOP CATEGORIES

13

21

27%

11

15

19%

12

13

16%

14

12

15%

10

6

8%

16

4

5%

9

3

4%

15

3

4%

8

2

3%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Cmp
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Ant

0.30

Best Role

0.29

Pas

0.28

Best Pos

0.26

Age_2020

0.26

Dec

0.26

Bal

0.25

Fir

0.25

Acc

0.24

sub_position

0.22

THESE FEATURES
GIVE INFORMATION
ON Cmp:

Best Role

0.41

Best Pos

0.30

Pas

0.28

Bal

0.26

Fir

0.26

Acc

0.26

Ant

0.26

Dec

0.25

sub_position

0.24

Agi

0.22

Wor

0.21

Cnt

0.19

Pac

0.19

Age

0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Cmp
CORRELATION RATIO WITH...

CA

0.64

market_value

0.60

value_2020

0.60

Vis

0.58

current_club_id

0.56

Value

0.53

Unnamed: 0

0.51

Pen

0.49

Tec

0.49

highest_market_value_in_gbp

0.49

market_value_in_gbp

0.48

value_2022

0.48

PA

0.47

Lon

0.46

Com

MISSING:

---

TOP CATEGORIES

2

36

46%

3

26

33%

1

12

15%

4

5

6%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Com
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Age_2020

0.13

Best Pos

0.11

Wor

0.11

Dec

0.11

Acc

0.11

Best Role

0.10

Fir

0.10

Pas

0.10

Pac

0.09

Nat

0.08

THESE FEATURES
GIVE INFORMATION
ON Com:

Best Role

0.23

Best Pos

0.21

Wor

0.19

Acc

0.18

Fir

0.17

Dec

0.17

Pas

0.16

Pac

0.14

Nat

0.13

sub_position

0.13

Agi

0.12

Bal

0.11

Age

0.11

Cmp

0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Com
CORRELATION RATIO WITH...

Sta

0.30

Tea

0.27

Ldr

0.24

Pen

0.24

Fin

0.23

Dri

0.22

Lon

0.22

Unnamed: 0.1

0.19

Jum

0.18

player_id

0.17

Hea

0.17

Height

0.17

Fre

0.16

Weight

0.16

Cmd

MISSING:

---

TOP CATEGORIES

3

28

35%

2

25

32%

1

22

28%

4

5%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Cmd
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Role

0.17

Age_2020

0.13

Cnt

0.13

Cmp

0.12

Ant

0.10

position

0.10

Best Pos

0.10

Fir

0.10

Pas

0.10

Pac

0.10

THESE FEATURES
GIVE INFORMATION
ON Cmd:

Best Role

0.38

Cmp

0.19

Cnt

0.18

Best Pos

0.18

Fir

0.16

sub_position

0.16

Acc

0.16

Bal

0.15

Agi

0.15

Pas

0.15

Pac

0.14

Age

0.14

Ant

0.14

Dec

0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Cmd
CORRELATION RATIO WITH...

Fla

0.41

OtB

0.37

Fre

0.35

Vis

0.34

Tec

0.33

Fin

0.33

Cor

0.33

market_value

0.33

value_2020

0.33

market_value_in_gbp

0.31

value_2022

0.31

Dri

0.30

Lon

0.30

PA

0.30

Bra

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Mar

0.60

Tck

0.56

Pos

0.53

Agg

0.50

Dri

-0.48

Fla

-0.45

Sta

0.42

Str

0.39

Cor

-0.39

fm_player_index

-0.39

Vis

-0.38

Weight

0.38

Tec

-0.37

Tea

0.37

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.72

Best Pos

0.62

Acc

0.56

sub_position

0.53

position

0.50

Fir

0.44

Agi

0.43

Wor

0.41

Pac

0.40

Ant

0.38

Pas

0.36

Nat

0.36

Cnt

0.35

Preferred Foot

0.34

MOST FREQUENT VALUES

13

17

21.5%

14

16

20.3%

12

14

17.7%

11

13.9%

15

6

7.6%

16

3

3.8%

17

3

3.8%

7

2

2.5%

8

2

2.5%

9

2

2.5%

18

1

1.3%

10

1

1.3%

6

1

1.3%

SMALLEST VALUES

6

1

1.3%

7

2

2.5%

8

2

2.5%

9

2

2.5%

10

1

1.3%

11

13.9%

12

14

17.7%

13

17

21.5%

14

16

20.3%

15

6

7.6%

16

3

3.8%

17

3

3.8%

18

1

1.3%

LARGEST VALUES

18

1

1.3%

17

3

3.8%

16

3

3.8%

15

6

7.6%

14

16

20.3%

13

17

21.5%

12

14

17.7%

11

13.9%

10

1

1.3%

9

2

2.5%

8

2

2.5%

7

2

2.5%

6

1

1.3%

Bal

MISSING:

---

TOP CATEGORIES

12

20

25%

13

17

22%

14

12

15%

15

7

9%

8

7

9%

11

5

6%

10

5

6%

16

3

4%

7

2

3%

9

1

1%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Bal
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Role

0.28

Age_2020

0.28

Acc

0.28

sub_position

0.28

Cmp

0.26

Wor

0.25

Fir

0.23

Agi

0.23

Nat

0.22

Dec

0.22

THESE FEATURES
GIVE INFORMATION
ON Bal:

Best Role

0.38

sub_position

0.30

Acc

0.28

Wor

0.25

Cmp

0.25

Best Pos

0.24

Fir

0.23

Agi

0.23

Nat

0.21

Dec

0.20

Pas

0.19

Pac

0.18

Cnt

0.17

Age

0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Bal
CORRELATION RATIO WITH...

Str

0.54

Hea

0.48

Jum

0.44

current_club_id

0.42

Agg

0.41

Vis

0.40

OtB

0.40

Height

0.40

L Th

0.39

Fin

0.38

height_in_cm

0.38

Cro

0.37

Weight

0.37

player_id

0.36

Ant

MISSING:

---

TOP CATEGORIES

13

27

34%

14

19

24%

12

15

19%

11

7

9%

10

5

6%

15

4

5%

16

1

1%

9

1

1%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Ant
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Age_2020

0.29

Cmp

0.26

Best Role

0.25

Dec

0.24

Best Pos

0.24

Acc

0.21

Pas

0.20

Nat

0.20

Pac

0.20

sub_position

0.19

THESE FEATURES
GIVE INFORMATION
ON Ant:

Best Role

0.40

Best Pos

0.31

Cmp

0.30

Dec

0.27

Acc

0.25

sub_position

0.25

Pas

0.23

Nat

0.23

Pac

0.21

Agi

0.20

Age

0.19

Fir

0.19

Wor

0.19

Bal

0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Ant
CORRELATION RATIO WITH...

Unnamed: 0

0.65

CA

0.61

PA

0.53

current_club_id

0.50

Height

0.48

Hea

0.47

Pos

0.45

Jum

0.45

height_in_cm

0.44

Str

0.43

Tck

0.43

Weight

0.42

Value

0.42

market_value

0.40

Agi

MISSING:

---

TOP CATEGORIES

14

18

23%

13

15

19%

12

11

14%

11

9

11%

15

9

11%

10

7

9%

9

5

6%

8

2

3%

16

2

3%

17

1

1%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Agi
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Acc

0.36

Best Role

0.35

Best Pos

0.28

Fir

0.27

Pac

0.26

sub_position

0.26

Cnt

0.25

Age_2020

0.25

Wor

0.23

Bal

0.23

THESE FEATURES
GIVE INFORMATION
ON Agi:

Best Role

0.46

Acc

0.36

Best Pos

0.30

sub_position

0.27

Fir

0.26

Pac

0.23

Wor

0.23

Bal

0.23

Cnt

0.22

Cmp

0.21

Dec

0.20

Age

0.19

Pas

0.18

Nat

0.17

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Agi
CORRELATION RATIO WITH...

Dri

0.71

Tec

0.68

Height

0.67

Weight

0.64

Jum

0.62

height_in_cm

0.61

Fla

0.58

highest_market_value_in_gbp

0.56

OtB

0.56

Mar

0.55

Str

0.55

market_value_in_gbp

0.54

value_2022

0.54

value_diff

0.54

Agg

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Bra

0.50

Tck

0.36

Tea

0.36

Mar

0.35

Ldr

0.35

Pos

0.34

Det

0.31

Sta

0.26

Fla

-0.25

Vis

-0.24

OtB

-0.24

fm_player_index

-0.24

Dri

-0.23

Tec

-0.22

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.65

Wor

0.59

Best Pos

0.48

sub_position

0.42

Fir

0.42

Bal

0.41

Nat

0.40

Preferred Foot

0.39

Cnt

0.38

Agi

0.38

Ant

0.35

position

0.34

Dec

0.33

Pac

0.32

MOST FREQUENT VALUES

12

15

19.0%

14

12

15.2%

15

11

13.9%

13

9

11.4%

11

8

10.1%

8

5

6.3%

16

4

5.1%

10

4

5.1%

7

3

3.8%

17

2

2.5%

9

2

2.5%

5

2

2.5%

6

1

1.3%

18

1

1.3%

SMALLEST VALUES

5

2

2.5%

6

1

1.3%

7

3

3.8%

8

5

6.3%

9

2

2.5%

10

4

5.1%

11

8

10.1%

12

15

19.0%

13

9

11.4%

14

12

15.2%

15

11

13.9%

16

4

5.1%

17

2

2.5%

18

1

1.3%

LARGEST VALUES

18

1

1.3%

17

2

2.5%

16

4

5.1%

15

11

13.9%

14

12

15.2%

13

9

11.4%

12

15

19.0%

11

8

10.1%

10

4

5.1%

9

2

2.5%

8

5

6.3%

7

3

3.8%

6

1

1.3%

5

2

2.5%

Aer

MISSING:

---

TOP CATEGORIES

3

29

37%

1

27

34%

2

23

29%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Aer
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Role

0.11

Age_2020

0.10

Fir

0.08

Acc

0.07

Pac

0.07

Dec

0.07

Nat

0.07

Best Pos

0.07

Bal

0.06

sub_position

0.06

THESE FEATURES
GIVE INFORMATION
ON Aer:

Best Role

0.27

Fir

0.14

Acc

0.14

Best Pos

0.14

sub_position

0.12

Nat

0.12

Dec

0.12

Bal

0.12

Pac

0.12

Wor

0.11

Pas

0.11

Cmp

0.11

Ant

0.10

Agi

0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Aer
CORRELATION RATIO WITH...

Tea

0.27

market_value_in_gbp

0.25

value_2022

0.25

Det

0.25

highest_market_value_in_gbp

0.24

Hea

0.24

Bra

0.23

Value

0.23

Fla

0.22

PA

0.22

value_diff

0.22

market_value

0.22

value_2020

0.22

CA

0.21

Acc

MISSING:

---

TOP CATEGORIES

13

19

24%

12

14

18%

11

12

15%

14

11

14%

15

9

11%

9

4

5%

16

4

5%

10

3

4%

8

2

3%

17

1

1%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Acc
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Pac

0.38

Agi

0.36

Best Role

0.33

Bal

0.28

Han

0.28

sub_position

0.28

Best Pos

0.27

Cmp

0.26

Ant

0.25

Dec

0.25

THESE FEATURES
GIVE INFORMATION
ON Acc:

Best Role

0.44

Agi

0.36

Pac

0.34

Best Pos

0.30

sub_position

0.29

Bal

0.28

Cmp

0.24

Dec

0.23

Nat

0.22

Wor

0.22

Cnt

0.21

Fir

0.21

Ant

0.21

Han

0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Acc
CORRELATION RATIO WITH...

Tea

0.65

Height

0.63

height_in_cm

0.62

Weight

0.61

Dri

0.60

Jum

0.58

Bra

0.56

Str

0.54

Pos

0.52

Fla

0.52

Hea

0.51

OtB

0.48

Tec

0.48

Ldr

0.47

country_of_citizenship

MISSING:

15

(19%)

8

12%

-

Spain

8

12%

-

Brazil

6

9%

-

England

4

6%

-

Turkey

4

6%

-

Germany

3

5%

-

Portugal

3

5%

-

Belgium

2

3%

-

Italy

2

3%

-

France

2

3%

-

Switzerland

2

3%

-

Ghana

2

3%

-

Mali

2

3%

-

Egypt

2

3%

-

Denmark

1

2%

-

Serbia

1

2%

-

Austria

1

2%

-

Croatia

1

2%

-

Greece

1

2%

-

Benin

1

2%

-

Iran

1

2%

-

Netherlands

1

2%

-

Norway

1

2%

-

Czech Republic

1

2%

-

Zimbabwe

1

2%

-

Albania

1

2%

-

Ukraine

1

2%

-

Argentina

1

2%

-

Poland

Transfermarkt_Name

MISSING:

---

1

1%

-

sergio-reguilon

1

1%

-

khadim-joher-rassoul

1

1%

-

noe-dussenne

1

1%

-

ahmet-oäuz

1

1%

-

bogdan-mykhaylichenko

1

1%

-

berat-djimsiti

1

1%

-

jimmy-cabot

1

1%

-

gerard-gumbau

1

1%

-

patrik-schick

1

1%

-

mason-holgate

1

1%

-

joseph-attamah

1

1%

-

silvan-hefti

1

1%

-

marcus-ingvartsen

1

1%

-

aitor-ruibal

1

1%

-

elba-rashani

1

1%

-

kamil-ahmet-eorekçi

1

1%

-

silvan-widmer

1

1%

-

gerson

1

1%

-

raphinha

1

1%

-

lucas-torro

1

1%

-

fredrik-aursnes

1

1%

-

hakan-ealhanoglu

1

1%

-

gonçalo-guedes

1

1%

-

dan-burn

1

1%

-

grischa-promel

1

1%

-

hamari-traore

1

1%

-

wendel

1

1%

-

sergiy-myakushko

1

1%

-

emre-akbaba

1

1%

-

youri-tielemans

1

1%

-

patrick

1

1%

-

jonathan-clauss

1

1%

-

abdelhamid-sabiri

1

1%

-

fali

1

1%

-

falaye-sacko

1

1%

-

rodrigo-de-paul

1

1%

-

miguel-cardoso

1

1%

-

carlos-fernandez

1

1%

-

federico-ceccherini

1

1%

-

ruben-garcea

1

1%

-

gernot-trauner

1

1%

-

marvin-friedrich

1

1%

-

nino-galovic

1

1%

-

connor-goldson

1

1%

-

cedric-hountondji

1

1%

-

trezeguet

1

1%

-

mohamed-elneny

1

1%

-

mitchell-paulissen

1

1%

-

raul-de-tomas

1

1%

-

filip-djuricic

1

1%

-

aleksandar-pesic

1

1%

-

leandro-silva

1

1%

-

kortney-hause

1

1%

-

dmitry-skopintsev

1

1%

-

tino-kadewere

1

1%

-

andreas-bouchalakis

1

1%

-

pawel-dawidowicz

1

1%

-

andreas-cornelius

1

1%

-

emi-buendea

1

1%

-

andre-ramalho

19

24%

-

(Other)

player_id

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

fm_player_index

-0.53

height_in_cm

-0.27

Height

-0.18

Tea

-0.18

Jum

-0.15

Dri

0.13

Weight

-0.13

Str

-0.12

Unnamed: 0

-0.12

Unnamed: 0.1

-0.12

Ldr

-0.11

Tec

0.10

Cor

0.10

Det

-0.10

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Age

0.48

Wor

0.47

Age_2020

0.47

Pas

0.42

sub_position

0.39

Dec

0.36

Bal

0.36

Agi

0.31

Best Role

0.31

Fir

0.31

Best Pos

0.30

TRO

0.30

Pac

0.30

Han

0.28

MOST FREQUENT VALUES

282429

1

1.3%

364567

1

1.3%

160736

1

1.3%

291758

1

1.3%

294730

1

1.3%

165513

1

1.3%

206912

1

1.3%

268670

1

1.3%

242086

1

1.3%

348623

1

1.3%

263546

1

1.3%

237666

1

1.3%

269878

1

1.3%

378139

1

1.3%

149579

1

1.3%

SMALLEST VALUES

59145

1

1.3%

73457

1

1.3%

89733

1

1.3%

94307

1

1.3%

110686

1

1.3%

126414

1

1.3%

134270

1

1.3%

134294

1

1.3%

137576

1

1.3%

138736

1

1.3%

149579

1

1.3%

152733

1

1.3%

157535

1

1.3%

159088

1

1.3%

160438

1

1.3%

LARGEST VALUES

644158

1

1.3%

606952

1

1.3%

529646

1

1.3%

499721

1

1.3%

411295

1

1.3%

386726

1

1.3%

384060

1

1.3%

378139

1

1.3%

364857

1

1.3%

364567

1

1.3%

349836

1

1.3%

348623

1

1.3%

348425

1

1.3%

341705

1

1.3%

340394

1

1.3%

last_season

MISSING:

---

TOP CATEGORIES

2021

79

100%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

last_season
PROVIDES INFORMATION ON...

value_cat

1.00

pred

1.00

real

1.00

Wor

0.00

Fir

0.00

Agi

0.00

sub_position

0.00

Best Role

0.00

Dec

0.00

Age

0.00

Preferred Foot

0.00

Best Pos

0.00

Thr

0.00

TRO

0.00

THESE FEATURES
GIVE INFORMATION
ON last_season:

Age

1.00

Preferred Foot

1.00

Best Pos

1.00

Best Role

1.00

Wor

1.00

Thr

1.00

TRO

1.00

Ref

1.00

Pun

1.00

Pas

1.00

Pac

1.00

1v1

1.00

Nat

1.00

Kic

1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

last_season
CORRELATION RATIO WITH...

Unnamed: 0.1

0.00

Unnamed: 0

0.00

Height

0.00

Weight

0.00

Value

0.00

Wage

0.00

CA

0.00

PA

0.00

Vis

0.00

Tec

0.00

Tea

0.00

Tck

0.00

Str

0.00

Sta

0.00

current_club_id

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Sta

-0.47

CA

-0.38

Str

-0.30

Jum

-0.28

Hea

-0.27

Tea

-0.26

Unnamed: 0

0.26

PA

-0.25

value_diff

-0.25

highest_market_value_in_gbp

-0.25

market_value_in_gbp

-0.24

value_2022

-0.24

Pen

-0.23

Unnamed: 0.1

0.22

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Wor

0.68

Cmp

0.56

Nat

0.50

Ant

0.50

Best Pos

0.43

Bal

0.42

Age_2020

0.40

Cnt

0.40

1v1

0.35

Best Role

0.35

Dec

0.34

Fir

0.32

Pas

0.31

sub_position

0.31

MOST FREQUENT VALUES

3205

4

5.1%

405

3

3.8%

8024

3

3.8%

39

2

2.5%

276

2

2.5%

15

2

2.5%

331

2

2.5%

2687

2

2.5%

6574

2

2.5%

1003

2

2.5%

234

2

2.5%

1531

2

2.5%

762

2

2.5%

3524

2

2.5%

148

1

1.3%

SMALLEST VALUES

11

1

1.3%

13

1

1.3%

15

2

2.5%

18

1

1.3%

29

1

1.3%

39

2

2.5%

46

1

1.3%

58

1

1.3%

89

1

1.3%

121

1

1.3%

124

1

1.3%

133

1

1.3%

141

1

1.3%

148

1

1.3%

150

1

1.3%

LARGEST VALUES

26459

1

1.3%

11282

1

1.3%

10690

1

1.3%

8024

3

3.8%

7775

1

1.3%

6890

1

1.3%

6646

1

1.3%

6574

2

2.5%

3840

1

1.3%

3524

2

2.5%

3205

4

5.1%

3057

1

1.3%

2995

1

1.3%

2687

2

2.5%

2423

1

1.3%

name

MISSING:

---

1

1%

-

sergio-reguilon

1

1%

-

khadim-rassoul

1

1%

-

noe-dussenne

1

1%

-

ahmet-oguz

1

1%

-

bogdan-mykhaylichenko

1

1%

-

berat-djimsiti

1

1%

-

jimmy-cabot

1

1%

-

gerard-gumbau

1

1%

-

patrik-schick

1

1%

-

mason-holgate

1

1%

-

joseph-attamah

1

1%

-

silvan-hefti

1

1%

-

marcus-ingvartsen

1

1%

-

aitor-ruibal

1

1%

-

elbasan-rashani

1

1%

-

kamil-ahmet-corekci

1

1%

-

silvan-widmer

1

1%

-

gerson

1

1%

-

raphinha

1

1%

-

lucas-torro

1

1%

-

fredrik-aursnes

1

1%

-

hakan-calhanoglu

1

1%

-

goncalo-guedes

1

1%

-

dan-burn

1

1%

-

grischa-promel

1

1%

-

hamari-traore

1

1%

-

wendel

1

1%

-

valeriy-kucherov

1

1%

-

emre-akbaba

1

1%

-

youri-tielemans

1

1%

-

patrick

1

1%

-

jonathan-clauss

1

1%

-

abdelhamid-sabiri

1

1%

-

fali

1

1%

-

falaye-sacko

1

1%

-

rodrigo-de-paul

1

1%

-

miguel-cardoso

1

1%

-

carlos-fernandez

1

1%

-

federico-ceccherini

1

1%

-

ruben-garcia

1

1%

-

gernot-trauner

1

1%

-

marvin-friedrich

1

1%

-

nino-galovic

1

1%

-

connor-goldson

1

1%

-

cedric-hountondji

1

1%

-

trezeguet

1

1%

-

mohamed-elneny

1

1%

-

mitchel-paulissen

1

1%

-

raul-de-tomas

1

1%

-

filip-djuričić

1

1%

-

aleksandar-pesic

1

1%

-

leandro-silva

1

1%

-

kortney-hause

1

1%

-

dmitri-skopintsev

1

1%

-

tino-kadewere

1

1%

-

andreas-bouchalakis

1

1%

-

pawel-dawidowicz

1

1%

-

andreas-cornelius

1

1%

-

emiliano-buendia

1

1%

-

andre-ramalho

19

24%

-

(Other)

pretty_name

MISSING:

---

1

1%

-

Sergio Reguilon

1

1%

-

Khadim Rassoul

1

1%

-

Noe Dussenne

1

1%

-

Ahmet Oguz

1

1%

-

Bogdan Mykhaylichenko

1

1%

-

Berat Djimsiti

1

1%

-

Jimmy Cabot

1

1%

-

Gerard Gumbau

1

1%

-

Patrik Schick

1

1%

-

Mason Holgate

1

1%

-

Joseph Attamah

1

1%

-

Silvan Hefti

1

1%

-

Marcus Ingvartsen

1

1%

-

Aitor Ruibal

1

1%

-

Elbasan Rashani

1

1%

-

Kamil Ahmet Corekci

1

1%

-

Silvan Widmer

1

1%

-

Gerson

1

1%

-

Raphinha

1

1%

-

Lucas Torro

1

1%

-

Fredrik Aursnes

1

1%

-

Hakan Calhanoglu

1

1%

-

Goncalo Guedes

1

1%

-

Dan Burn

1

1%

-

Grischa Promel

1

1%

-

Hamari Traore

1

1%

-

Wendel

1

1%

-

Valeriy Kucherov

1

1%

-

Emre Akbaba

1

1%

-

Youri Tielemans

1

1%

-

Patrick

1

1%

-

Jonathan Clauss

1

1%

-

Abdelhamid Sabiri

1

1%

-

Fali

1

1%

-

Falaye Sacko

1

1%

-

Rodrigo De Paul

1

1%

-

Miguel Cardoso

1

1%

-

Carlos Fernandez

1

1%

-

Federico Ceccherini

1

1%

-

Ruben Garcia

1

1%

-

Gernot Trauner

1

1%

-

Marvin Friedrich

1

1%

-

Nino Galovic

1

1%

-

Connor Goldson

1

1%

-

Cedric Hountondji

1

1%

-

Trezeguet

1

1%

-

Mohamed Elneny

1

1%

-

Mitchel Paulissen

1

1%

-

Raul De Tomas

1

1%

-

Filip Djuričić

1

1%

-

Aleksandar Pesic

1

1%

-

Leandro Silva

1

1%

-

Kortney Hause

1

1%

-

Dmitri Skopintsev

1

1%

-

Tino Kadewere

1

1%

-

Andreas Bouchalakis

1

1%

-

Pawel Dawidowicz

1

1%

-

Andreas Cornelius

1

1%

-

Emiliano Buendia

1

1%

-

Andre Ramalho

19

24%

-

(Other)

country_of_birth

MISSING:

---

10

13%

-

Spain

9

11%

-

Brazil

7

9%

-

England

5

6%

-

Germany

4

5%

-

France

4

5%

-

Belgium

4

5%

-

Portugal

3

4%

-

Switzerland

3

4%

-

Turkey

2

3%

-

Mali

2

3%

-

Ukraine

2

3%

-

Ghana

2

3%

-

Italy

2

3%

-

Argentina

2

3%

-

Denmark

2

3%

-

Egypt

2

3%

-

Netherlands

1

1%

-

Croatia

1

1%

-

Greece

1

1%

-

Poland

1

1%

-

Czech Republic

1

1%

-

Senegal

1

1%

-

Sweden

1

1%

-

Iran

1

1%

-

Norway

1

1%

-

Austria

1

1%

-

Zimbabwe

1

1%

-

Russia

1

1%

-

Jugoslawien (SFR)

1

1%

-

Yugoslavia (Republic)

1

1%

-

Morocco

date_of_birth

MISSING:

---

1

1%

-

1996-12-16

1

1%

-

1995-12-31

1

1%

-

1992-04-07

1

1%

-

1993-01-16

1

1%

-

1997-03-21

1

1%

-

1993-02-19

1

1%

-

1994-04-18

1

1%

-

1994-12-18

1

1%

-

1996-01-24

1

1%

-

1996-10-22

1

1%

-

1994-05-22

1

1%

-

1997-10-25

1

1%

-

1996-01-04

1

1%

-

1996-03-22

1

1%

-

1993-05-09

1

1%

-

1992-02-01

1

1%

-

1993-03-05

1

1%

-

1997-05-20

1

1%

-

1996-12-14

1

1%

-

1994-07-19

1

1%

-

1995-12-10

1

1%

-

1994-02-08

1

1%

-

1996-11-29

1

1%

-

1992-05-09

1

1%

-

1995-01-09

1

1%

-

1992-01-27

1

1%

-

1997-08-28

1

1%

-

1993-08-11

1

1%

-

1992-10-04

1

1%

-

1997-05-07

1

1%

-

1998-11-23

1

1%

-

1992-09-25

1

1%

-

1996-11-28

1

1%

-

1993-08-12

1

1%

-

1995-05-01

1

1%

-

1994-05-24

1

1%

-

1994-06-19

1

1%

-

1996-05-22

1

1%

-

1992-05-11

1

1%

-

1993-07-14

1

1%

-

1992-03-25

1

1%

-

1995-12-13

1

1%

-

1992-07-06

1

1%

-

1992-12-18

1

1%

-

1994-01-19

1

1%

-

1994-10-01

1

1%

-

1992-07-11

1

1%

-

1993-04-21

1

1%

-

1994-10-17

1

1%

-

1992-01-30

1

1%

-

1992-05-21

1

1%

-

1994-05-04

1

1%

-

1995-07-16

1

1%

-

1997-03-02

1

1%

-

1996-01-05

1

1%

-

1993-04-05

1

1%

-

1995-05-20

1

1%

-

1993-03-16

1

1%

-

1996-12-25

1

1%

-

1992-02-16

19

24%

-

(Other)

position

MISSING:

---

TOP CATEGORIES

Defender

34

43%

Attack

29

37%

Midfield

16

20%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

position
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

sub_position

0.49

Best Pos

0.34

Best Role

0.27

Fir

0.17

Preferred Foot

0.13

Pas

0.12

Age_2020

0.12

Cmp

0.09

Cmd

0.09

Agi

0.08

THESE FEATURES
GIVE INFORMATION
ON position:

sub_position

1.00

Best Pos

0.71

Best Role

0.70

Fir

0.33

Pas

0.22

Agi

0.16

Cmp

0.16

Wor

0.15

Nat

0.14

Bal

0.14

Preferred Foot

0.13

Acc

0.13

Ant

0.10

Cmd

0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

position
CORRELATION RATIO WITH...

Fin

0.80

Mar

0.78

Pos

0.74

Tck

0.74

Dri

0.68

Lon

0.66

Vis

0.65

Fla

0.64

OtB

0.63

Fre

0.60

Tec

0.59

Pen

0.56

Cor

0.56

L Th

0.52

sub_position

MISSING:

---

TOP CATEGORIES

Defender - Centre-Back

20

25%

midfield - Central Midfield

9

11%

Defender - Right-Back

9

11%

attack - Centre-Forward

8

10%

midfield - Attacking Midfield

8

10%

attack - Right Winger

7

9%

midfield - Defensive Midfield

6

8%

attack - Left Winger

6

8%

Defender - Left-Back

5

6%

midfield - Right Midfield

1

1%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

sub_position
PROVIDES INFORMATION ON...

last_season

1.00

position

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Pos

0.65

Best Role

0.54

Age_2020

0.40

Fir

0.32

Pas

0.30

Bal

0.30

Acc

0.29

Agi

0.27

Preferred Foot

0.27

THESE FEATURES
GIVE INFORMATION
ON sub_position:

Best Role

0.68

Best Pos

0.67

position

0.49

Fir

0.30

Acc

0.28

Bal

0.28

Pas

0.27

Agi

0.26

Nat

0.24

Age

0.22

Cnt

0.22

Dec

0.22

Cmp

0.22

Wor

0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sub_position
CORRELATION RATIO WITH...

Fin

0.85

Mar

0.84

Tck

0.81

Pos

0.81

Dri

0.77

Hea

0.76

Cor

0.75

height_in_cm

0.75

Lon

0.73

OtB

0.73

Vis

0.72

Fla

0.72

Fre

0.70

Height

0.68

foot

MISSING:

---

TOP CATEGORIES

Right

51

65%

Left

25

32%

Both

3

4%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

foot
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Preferred Foot

0.49

Age_2020

0.10

sub_position

0.09

Nat

0.09

Pac

0.08

Dec

0.08

Acc

0.08

Best Pos

0.08

Wor

0.08

Fir

0.07

THESE FEATURES
GIVE INFORMATION
ON foot:

Preferred Foot

0.68

sub_position

0.25

Best Pos

0.22

Best Role

0.22

Nat

0.21

Acc

0.21

Wor

0.20

Pac

0.20

Dec

0.19

Fir

0.19

Agi

0.18

Cmp

0.15

Pas

0.15

Bal

0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

foot
CORRELATION RATIO WITH...

Fin

0.29

player_id

0.24

OtB

0.23

Cor

0.23

Tea

0.23

Bra

0.22

Pos

0.22

Mar

0.20

Tec

0.20

Det

0.20

Cro

0.19

Dri

0.18

Sta

0.18

Vis

0.17

height_in_cm

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Height

0.94

Jum

0.84

Hea

0.71

Weight

0.69

Str

0.63

Dri

-0.54

Cro

-0.46

Cor

-0.44

Fla

-0.43

Tea

0.37

Mar

0.35

Fre

-0.35

Pos

0.33

Bra

0.31

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

sub_position

0.75

Best Role

0.74

Best Pos

0.64

Acc

0.62

Agi

0.61

Dec

0.47

Ant

0.44

Pac

0.42

Age

0.39

Fir

0.38

Bal

0.38

Pas

0.33

Cnt

0.29

Age_2020

0.29

MOST FREQUENT VALUES

176

6

7.6%

187

6

7.6%

183

6

7.6%

179

6

7.6%

178

5

6.3%

180

5

6.3%

186

5

6.3%

175

4

5.1%

184

4

5.1%

173

3

3.8%

191

3

3.8%

181

3

3.8%

190

3

3.8%

182

3

3.8%

192

2

2.5%

SMALLEST VALUES

164

1

1.3%

167

1

1.3%

171

1

1.3%

172

1

1.3%

173

3

3.8%

175

4

5.1%

176

6

7.6%

177

2

2.5%

178

5

6.3%

179

6

7.6%

180

5

6.3%

181

3

3.8%

182

3

3.8%

183

6

7.6%

184

4

5.1%

LARGEST VALUES

200

1

1.3%

195

1

1.3%

194

1

1.3%

193

1

1.3%

192

2

2.5%

191

3

3.8%

190

3

3.8%

189

2

2.5%

188

1

1.3%

187

6

7.6%

186

5

6.3%

185

2

2.5%

184

4

5.1%

183

6

7.6%

182

3

3.8%

market_value_in_gbp

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

value_2022

1.00

highest_market_value_in_gbp

0.99

market_value

0.90

value_2020

0.90

Value

0.85

value_diff

0.83

PA

0.80

CA

0.79

Wage

0.75

Tec

0.56

Vis

0.54

Pen

0.51

Unnamed: 0

-0.49

OtB

0.44

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Fir

0.75

Pas

0.61

Agi

0.54

sub_position

0.48

Best Role

0.48

Cmp

0.48

Age

0.48

Age_2020

0.47

Dec

0.40

Best Pos

0.40

Pac

0.39

Acc

0.38

Ant

0.37

Cnt

0.35

MOST FREQUENT VALUES

4500000.0

8

10.1%

2700000.0

7

8.9%

3600000.0

5

6.3%

7200000.0

4

5.1%

9000000.0

4

5.1%

1350000.0

3

3.8%

22500000.0

2

2.5%

31500000.0

2

2.5%

36000000.0

2

2.5%

2250000.0

2

2.5%

10800000.0

2

2.5%

990000.0

2

2.5%

720000.0

2

2.5%

15300000.0

2

2.5%

630000.0

2

2.5%

SMALLEST VALUES

360000.0

1

1.3%

405000.0

2

2.5%

540000.0

2

2.5%

585000.0

1

1.3%

630000.0

2

2.5%

720000.0

2

2.5%

765000.0

1

1.3%

990000.0

2

2.5%

1170000.0

1

1.3%

1350000.0

3

3.8%

1800000.0

1

1.3%

2250000.0

2

2.5%

2520000.0

1

1.3%

2700000.0

7

8.9%

3150000.0

2

2.5%

LARGEST VALUES

49500000.0

1

1.3%

45000000.0

1

1.3%

40500000.0

1

1.3%

36000000.0

2

2.5%

31500000.0

2

2.5%

28800000.0

1

1.3%

22500000.0

2

2.5%

19800000.0

1

1.3%

18000000.0

1

1.3%

17100000.0

1

1.3%

16200000.0

1

1.3%

15300000.0

2

2.5%

14400000.0

1

1.3%

13500000.0

1

1.3%

11700000.0

1

1.3%

highest_market_value_in_gbp

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

market_value_in_gbp

0.99

value_2022

0.99

market_value

0.90

value_2020

0.90

Value

0.85

value_diff

0.81

PA

0.81

CA

0.80

Wage

0.76

Tec

0.58

Vis

0.54

Pen

0.52

Unnamed: 0

-0.51

OtB

0.45

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Fir

0.74

Pas

0.61

Agi

0.56

Cmp

0.49

Best Role

0.49

sub_position

0.48

Age

0.48

Age_2020

0.47

Best Pos

0.41

Ant

0.40

Pac

0.39

Dec

0.39

Acc

0.38

Cnt

0.37

MOST FREQUENT VALUES

9000000.0

8

10.1%

2700000.0

7

8.9%

4500000.0

5

6.3%

10800000.0

3

3.8%

7200000.0

3

3.8%

31500000.0

3

3.8%

1350000.0

3

3.8%

19800000.0

3

3.8%

36000000.0

2

2.5%

1440000.0

2

2.5%

18000000.0

2

2.5%

2250000.0

2

2.5%

405000.0

2

2.5%

2160000.0

2

2.5%

6750000.0

2

2.5%

SMALLEST VALUES

360000.0

1

1.3%

405000.0

2

2.5%

540000.0

1

1.3%

630000.0

1

1.3%

720000.0

1

1.3%

900000.0

1

1.3%

990000.0

1

1.3%

1350000.0

3

3.8%

1440000.0

2

2.5%

1800000.0

1

1.3%

2029999.0

1

1.3%

2160000.0

2

2.5%

2250000.0

2

2.5%

2520000.0

1

1.3%

2700000.0

7

8.9%

LARGEST VALUES

49500000.0

1

1.3%

45000000.0

1

1.3%

40500000.0

1

1.3%

36000000.0

2

2.5%

31500000.0

3

3.8%

25200000.0

1

1.3%

22500000.0

1

1.3%

19800000.0

3

3.8%

18000000.0

2

2.5%

17100000.0

1

1.3%

14400000.0

1

1.3%

13500000.0

1

1.3%

12600000.0

1

1.3%

11700000.0

1

1.3%

10800000.0

3

3.8%

url

MISSING:

---

1

1%

-

https://www.transfermarkt.co.uk/sergio-reguilon/profil/spieler/282429

1

1%

-

https://www.transfermarkt.co.uk/khadim-rassoul/profil/spieler/364567

1

1%

-

https://www.transfermarkt.co.uk/noe-dussenne/profil/spieler/160736

1

1%

-

https://www.transfermarkt.co.uk/ahmet-oguz/profil/spieler/291758

1

1%

-

https://www.transfermarkt.co.uk/bogdan-mykhaylichenko/profil/spieler/294730

1

1%

-

https://www.transfermarkt.co.uk/berat-djimsiti/profil/spieler/165513

1

1%

-

https://www.transfermarkt.co.uk/jimmy-cabot/profil/spieler/206912

1

1%

-

https://www.transfermarkt.co.uk/gerard-gumbau/profil/spieler/268670

1

1%

-

https://www.transfermarkt.co.uk/patrik-schick/profil/spieler/242086

1

1%

-

https://www.transfermarkt.co.uk/mason-holgate/profil/spieler/348623

1

1%

-

https://www.transfermarkt.co.uk/joseph-attamah/profil/spieler/263546

1

1%

-

https://www.transfermarkt.co.uk/silvan-hefti/profil/spieler/237666

1

1%

-

https://www.transfermarkt.co.uk/marcus-ingvartsen/profil/spieler/269878

1

1%

-

https://www.transfermarkt.co.uk/aitor-ruibal/profil/spieler/378139

1

1%

-

https://www.transfermarkt.co.uk/elbasan-rashani/profil/spieler/149579

1

1%

-

https://www.transfermarkt.co.uk/kamil-ahmet-corekci/profil/spieler/110686

1

1%

-

https://www.transfermarkt.co.uk/silvan-widmer/profil/spieler/168989

1

1%

-

https://www.transfermarkt.co.uk/gerson/profil/spieler/341705

1

1%

-

https://www.transfermarkt.co.uk/raphinha/profil/spieler/411295

1

1%

-

https://www.transfermarkt.co.uk/lucas-torro/profil/spieler/213670

1

1%

-

https://www.transfermarkt.co.uk/fredrik-aursnes/profil/spieler/223367

1

1%

-

https://www.transfermarkt.co.uk/hakan-calhanoglu/profil/spieler/126414

1

1%

-

https://www.transfermarkt.co.uk/goncalo-guedes/profil/spieler/225122

1

1%

-

https://www.transfermarkt.co.uk/dan-burn/profil/spieler/134270

1

1%

-

https://www.transfermarkt.co.uk/grischa-promel/profil/spieler/234029

1

1%

-

https://www.transfermarkt.co.uk/hamari-traore/profil/spieler/297070

1

1%

-

https://www.transfermarkt.co.uk/wendel/profil/spieler/499721

1

1%

-

https://www.transfermarkt.co.uk/valeriy-kucherov/profil/spieler/273341

1

1%

-

https://www.transfermarkt.co.uk/emre-akbaba/profil/spieler/278654

1

1%

-

https://www.transfermarkt.co.uk/youri-tielemans/profil/spieler/249565

1

1%

-

https://www.transfermarkt.co.uk/patrick/profil/spieler/529646

1

1%

-

https://www.transfermarkt.co.uk/jonathan-clauss/profil/spieler/175639

1

1%

-

https://www.transfermarkt.co.uk/abdelhamid-sabiri/profil/spieler/340394

1

1%

-

https://www.transfermarkt.co.uk/fali/profil/spieler/252667

1

1%

-

https://www.transfermarkt.co.uk/falaye-sacko/profil/spieler/364857

1

1%

-

https://www.transfermarkt.co.uk/rodrigo-de-paul/profil/spieler/255901

1

1%

-

https://www.transfermarkt.co.uk/miguel-cardoso/profil/spieler/348425

1

1%

-

https://www.transfermarkt.co.uk/carlos-fernandez/profil/spieler/216464

1

1%

-

https://www.transfermarkt.co.uk/federico-ceccherini/profil/spieler/163639

1

1%

-

https://www.transfermarkt.co.uk/ruben-garcia/profil/spieler/213260

1

1%

-

https://www.transfermarkt.co.uk/gernot-trauner/profil/spieler/59145

1

1%

-

https://www.transfermarkt.co.uk/marvin-friedrich/profil/spieler/196231

1

1%

-

https://www.transfermarkt.co.uk/nino-galovic/profil/spieler/194005

1

1%

-

https://www.transfermarkt.co.uk/connor-goldson/profil/spieler/163656

1

1%

-

https://www.transfermarkt.co.uk/cedric-hountondji/profil/spieler/198709

1

1%

-

https://www.transfermarkt.co.uk/trezeguet/profil/spieler/234189

1

1%

-

https://www.transfermarkt.co.uk/mohamed-elneny/profil/spieler/160438

1

1%

-

https://www.transfermarkt.co.uk/mitchel-paulissen/profil/spieler/213671

1

1%

-

https://www.transfermarkt.co.uk/raul-de-tomas/profil/spieler/162038

1

1%

-

https://www.transfermarkt.co.uk/filip-djuri%C4%8Di%C4%87/profil/spieler/94307

1

1%

-

https://www.transfermarkt.co.uk/aleksandar-pesic/profil/spieler/73457

1

1%

-

https://www.transfermarkt.co.uk/leandro-silva/profil/spieler/182720

1

1%

-

https://www.transfermarkt.co.uk/kortney-hause/profil/spieler/233124

1

1%

-

https://www.transfermarkt.co.uk/dmitri-skopintsev/profil/spieler/281917

1

1%

-

https://www.transfermarkt.co.uk/tino-kadewere/profil/spieler/384060

1

1%

-

https://www.transfermarkt.co.uk/andreas-bouchalakis/profil/spieler/157535

1

1%

-

https://www.transfermarkt.co.uk/pawel-dawidowicz/profil/spieler/248732

1

1%

-

https://www.transfermarkt.co.uk/andreas-cornelius/profil/spieler/203412

1

1%

-

https://www.transfermarkt.co.uk/emiliano-buendia/profil/spieler/321247

1

1%

-

https://www.transfermarkt.co.uk/andre-ramalho/profil/spieler/175792

19

24%

-

(Other)

country_of_citizenship_x

MISSING:

64

(81%)

4

27%

-

Turkey

2

13%

-

Spain

1

7%

-

Russia

1

7%

-

Serbia

1

7%

-

Netherlands

1

7%

-

Argentina

1

7%

-

Brazil

1

7%

-

Kosovo

1

7%

-

Senegal

1

7%

-

Ukraine

1

7%

-

Portugal

Age_2020

MISSING:

64

(81%)

TOP CATEGORIES

26.0

6

40%

27.0

3

20%

23.0

2

13%

24.0

2

13%

22.0

1

7%

25.0

1

7%

ALL

15

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Age_2020
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Pos

0.16

sub_position

0.15

Nat

0.14

Wor

0.14

Ant

0.14

Age

0.14

Fir

0.13

Kic

0.13

Ref

0.13

Dec

0.13

THESE FEATURES
GIVE INFORMATION
ON Age_2020:

Best Pos

0.46

sub_position

0.40

Best Role

0.38

Wor

0.36

Nat

0.34

Fir

0.33

Age

0.32

Dec

0.30

Ant

0.29

Bal

0.28

Pas

0.28

Cnt

0.27

Cmp

0.26

Agi

0.25

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Age_2020
CORRELATION RATIO WITH...

fm_player_index

0.95

Unnamed: 0.1

0.68

PA

0.56

Value

0.50

highest_market_value_in_gbp

0.47

market_value_in_gbp

0.47

value_2022

0.47

player_id

0.47

Hea

0.46

CA

0.45

market_value

0.44

value_2020

0.44

Jum

0.40

current_club_id

0.40

fm_player_index

MISSING:

64

(81%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Hea

-0.57

Str

-0.53

player_id

-0.53

Bra

-0.39

Height

-0.37

Jum

-0.33

Fla

0.32

Cro

0.30

OtB

0.29

Mar

-0.29

Dri

0.29

Sta

-0.28

Agg

-0.24

market_value

-0.21

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Age_2020

0.95

Best Pos

0.66

Nat

0.53

Wor

0.48

Best Role

0.45

Cnt

0.39

sub_position

0.35

Fir

0.35

Dec

0.34

Preferred Foot

0.33

Pas

0.33

Bal

0.33

Agi

0.32

Age

0.29

MOST FREQUENT VALUES

60484.0

1

6.7%

28947.0

1

6.7%

21080.0

1

6.7%

22620.0

1

6.7%

252.0

1

6.7%

45919.0

1

6.7%

30998.0

1

6.7%

30959.0

1

6.7%

46006.0

1

6.7%

75744.0

1

6.7%

9866.0

1

6.7%

45971.0

1

6.7%

45890.0

1

6.7%

47468.0

1

6.7%

16171.0

1

6.7%

SMALLEST VALUES

252.0

1

6.7%

9866.0

1

6.7%

16171.0

1

6.7%

21080.0

1

6.7%

22620.0

1

6.7%

28947.0

1

6.7%

30959.0

1

6.7%

30998.0

1

6.7%

45890.0

1

6.7%

45919.0

1

6.7%

45971.0

1

6.7%

46006.0

1

6.7%

47468.0

1

6.7%

60484.0

1

6.7%

75744.0

1

6.7%

LARGEST VALUES

75744.0

1

6.7%

60484.0

1

6.7%

47468.0

1

6.7%

46006.0

1

6.7%

45971.0

1

6.7%

45919.0

1

6.7%

45890.0

1

6.7%

30998.0

1

6.7%

30959.0

1

6.7%

28947.0

1

6.7%

22620.0

1

6.7%

21080.0

1

6.7%

16171.0

1

6.7%

9866.0

1

6.7%

252.0

1

6.7%

country_of_citizenship_y

MISSING:

64

(81%)

4

27%

-

Turkey

2

13%

-

Spain

1

7%

-

Russia

1

7%

-

Serbia

1

7%

-

Netherlands

1

7%

-

Argentina

1

7%

-

Brazil

1

7%

-

Kosovo

1

7%

-

Senegal

1

7%

-

Ukraine

1

7%

-

Portugal

value_2022

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

market_value_in_gbp

1.00

highest_market_value_in_gbp

0.99

market_value

0.90

value_2020

0.90

Value

0.85

value_diff

0.83

PA

0.80

CA

0.79

Wage

0.75

Tec

0.56

Vis

0.54

Pen

0.51

Unnamed: 0

-0.49

OtB

0.44

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Fir

0.75

Pas

0.61

Agi

0.54

sub_position

0.48

Best Role

0.48

Cmp

0.48

Age

0.48

Age_2020

0.47

Dec

0.40

Best Pos

0.40

Pac

0.39

Acc

0.38

Ant

0.37

Cnt

0.35

MOST FREQUENT VALUES

4500000.0

8

10.1%

2700000.0

7

8.9%

3600000.0

5

6.3%

7200000.0

4

5.1%

9000000.0

4

5.1%

1350000.0

3

3.8%

22500000.0

2

2.5%

31500000.0

2

2.5%

36000000.0

2

2.5%

2250000.0

2

2.5%

10800000.0

2

2.5%

990000.0

2

2.5%

720000.0

2

2.5%

15300000.0

2

2.5%

630000.0

2

2.5%

SMALLEST VALUES

360000.0

1

1.3%

405000.0

2

2.5%

540000.0

2

2.5%

585000.0

1

1.3%

630000.0

2

2.5%

720000.0

2

2.5%

765000.0

1

1.3%

990000.0

2

2.5%

1170000.0

1

1.3%

1350000.0

3

3.8%

1800000.0

1

1.3%

2250000.0

2

2.5%

2520000.0

1

1.3%

2700000.0

7

8.9%

3150000.0

2

2.5%

LARGEST VALUES

49500000.0

1

1.3%

45000000.0

1

1.3%

40500000.0

1

1.3%

36000000.0

2

2.5%

31500000.0

2

2.5%

28800000.0

1

1.3%

22500000.0

2

2.5%

19800000.0

1

1.3%

18000000.0

1

1.3%

17100000.0

1

1.3%

16200000.0

1

1.3%

15300000.0

2

2.5%

14400000.0

1

1.3%

13500000.0

1

1.3%

11700000.0

1

1.3%

date

MISSING:

---

8

10%

-

2019-12-12

7

9%

-

2019-12-20

6

8%

-

2020-01-03

4

5%

-

2019-09-12

4

5%

-

2019-12-17

4

5%

-

2019-12-10

3

4%

-

2019-10-02

3

4%

-

2019-10-04

3

4%

-

2020-01-06

2

3%

-

2019-09-10

2

3%

-

2019-12-30

2

3%

-

2019-12-29

2

3%

-

2019-09-27

2

3%

-

2019-11-27

2

3%

-

2019-10-08

2

3%

-

2019-10-11

2

3%

-

2019-12-23

1

1%

-

2019-08-01

1

1%

-

2019-09-30

1

1%

-

2020-10-05

1

1%

-

2019-09-25

1

1%

-

2019-09-23

1

1%

-

2019-08-15

1

1%

-

2019-12-13

1

1%

-

2020-01-08

1

1%

-

2020-02-04

1

1%

-

2019-10-07

1

1%

-

2019-10-17

1

1%

-

2019-12-18

1

1%

-

2019-12-16

1

1%

-

2019-09-13

1

1%

-

2020-11-02

1

1%

-

2019-12-31

1

1%

-

2019-07-03

1

1%

-

2019-09-03

1

1%

-

2019-08-20

1

1%

-

2019-12-09

1

1%

-

2019-12-19

market_value

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

value_2020

1.00

market_value_in_gbp

0.90

value_2022

0.90

highest_market_value_in_gbp

0.90

Value

0.83

Wage

0.79

CA

0.77

PA

0.77

Vis

0.53

Pen

0.51

Tec

0.51

value_diff

0.50

Unnamed: 0

-0.49

OtB

0.43

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Pas

0.71

Fir

0.65

Cmp

0.60

Age

0.50

Best Role

0.48

Agi

0.48

Dec

0.45

Age_2020

0.44

Pac

0.44

sub_position

0.44

Ant

0.40

Best Pos

0.38

Cmd

0.33

Acc

0.32

MOST FREQUENT VALUES

3150000

6

7.6%

1800000

6

7.6%

900000

6

7.6%

16200000

4

5.1%

1080000

4

5.1%

4500000

3

3.8%

1350000

3

3.8%

2700000

3

3.8%

12600000

3

3.8%

630000

2

2.5%

6300000

2

2.5%

450000

2

2.5%

9000000

2

2.5%

675000

2

2.5%

1260000

2

2.5%

SMALLEST VALUES

90000

1

1.3%

180000

1

1.3%

248000

1

1.3%

270000

1

1.3%

293000

1

1.3%

315000

1

1.3%

360000

2

2.5%

450000

2

2.5%

495000

1

1.3%

585000

1

1.3%

630000

2

2.5%

675000

2

2.5%

900000

6

7.6%

990000

1

1.3%

1080000

4

5.1%

LARGEST VALUES

40500000

1

1.3%

25200000

1

1.3%

22500000

1

1.3%

21600000

1

1.3%

19800000

1

1.3%

16200000

4

5.1%

14400000

1

1.3%

13500000

1

1.3%

12600000

3

3.8%

9000000

2

2.5%

7200000

2

2.5%

6300000

2

2.5%

5670000

1

1.3%

5400000

1

1.3%

4500000

3

3.8%

value_2020

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

market_value

1.00

market_value_in_gbp

0.90

value_2022

0.90

highest_market_value_in_gbp

0.90

Value

0.83

Wage

0.79

CA

0.77

PA

0.77

Vis

0.53

Pen

0.51

Tec

0.51

value_diff

0.50

Unnamed: 0

-0.49

OtB

0.43

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Pas

0.71

Fir

0.65

Cmp

0.60

Age

0.50

Best Role

0.48

Agi

0.48

Dec

0.45

Age_2020

0.44

Pac

0.44

sub_position

0.44

Ant

0.40

Best Pos

0.38

Cmd

0.33

Acc

0.32

MOST FREQUENT VALUES

3150000

6

7.6%

1800000

6

7.6%

900000

6

7.6%

16200000

4

5.1%

1080000

4

5.1%

4500000

3

3.8%

1350000

3

3.8%

2700000

3

3.8%

12600000

3

3.8%

630000

2

2.5%

6300000

2

2.5%

450000

2

2.5%

9000000

2

2.5%

675000

2

2.5%

1260000

2

2.5%

SMALLEST VALUES

90000

1

1.3%

180000

1

1.3%

248000

1

1.3%

270000

1

1.3%

293000

1

1.3%

315000

1

1.3%

360000

2

2.5%

450000

2

2.5%

495000

1

1.3%

585000

1

1.3%

630000

2

2.5%

675000

2

2.5%

900000

6

7.6%

990000

1

1.3%

1080000

4

5.1%

LARGEST VALUES

40500000

1

1.3%

25200000

1

1.3%

22500000

1

1.3%

21600000

1

1.3%

19800000

1

1.3%

16200000

4

5.1%

14400000

1

1.3%

13500000

1

1.3%

12600000

3

3.8%

9000000

2

2.5%

7200000

2

2.5%

6300000

2

2.5%

5670000

1

1.3%

5400000

1

1.3%

4500000

3

3.8%

value_diff

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

market_value_in_gbp

0.83

value_2022

0.83

highest_market_value_in_gbp

0.81

Value

0.62

PA

0.60

CA

0.57

market_value

0.50

value_2020

0.50

Wage

0.47

Tec

0.46

Vis

0.38

Pen

0.36

Dri

0.36

Unnamed: 0

-0.35

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Fir

0.73

Agi

0.54

Nat

0.46

sub_position

0.44

Best Role

0.42

Pas

0.41

Dec

0.40

Age_2020

0.38

Acc

0.38

Best Pos

0.35

Cnt

0.34

Age

0.33

Cmp

0.31

Ant

0.28

MOST FREQUENT VALUES

450000.0

9

11.4%

1800000.0

7

8.9%

2700000.0

5

6.3%

1350000.0

4

5.1%

3600000.0

4

5.1%

6300000.0

3

3.8%

90000.0

3

3.8%

270000.0

3

3.8%

900000.0

3

3.8%

4050000.0

2

2.5%

540000.0

2

2.5%

9900000.0

2

2.5%

10800000.0

2

2.5%

225000.0

2

2.5%

1620000.0

2

2.5%

SMALLEST VALUES

45000.0

1

1.3%

90000.0

3

3.8%

112000.0

1

1.3%

135000.0

1

1.3%

180000.0

1

1.3%

220000.0

1

1.3%

225000.0

2

2.5%

270000.0

3

3.8%

382000.0

1

1.3%

450000.0

9

11.4%

540000.0

2

2.5%

675000.0

1

1.3%

720000.0

1

1.3%

900000.0

3

3.8%

1350000.0

4

5.1%

LARGEST VALUES

31500000.0

1

1.3%

27900000.0

1

1.3%

15300000.0

1

1.3%

13500000.0

1

1.3%

12825000.0

1

1.3%

12600000.0

1

1.3%

10800000.0

2

2.5%

9900000.0

2

2.5%

9810000.0

1

1.3%

9000000.0

1

1.3%

8100000.0

1

1.3%

7200000.0

1

1.3%

6300000.0

3

3.8%

5850000.0

1

1.3%

4950000.0

1

1.3%

value_cat

MISSING:

---

TOP CATEGORIES

1

79

100%

0

0%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

value_cat
PROVIDES INFORMATION ON...

last_season

1.00

pred

1.00

real

1.00

Wor

0.00

Fir

0.00

Agi

0.00

sub_position

0.00

Best Role

0.00

Dec

0.00

Age

0.00

Preferred Foot

0.00

Best Pos

0.00

Thr

0.00

TRO

0.00

THESE FEATURES
GIVE INFORMATION
ON value_cat:

Age

1.00

Preferred Foot

1.00

Best Pos

1.00

Best Role

1.00

Wor

1.00

Thr

1.00

TRO

1.00

Ref

1.00

Pun

1.00

Pas

1.00

Pac

1.00

1v1

1.00

Nat

1.00

Kic

1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

value_cat
CORRELATION RATIO WITH...

Unnamed: 0.1

0.00

Unnamed: 0

0.00

Height

0.00

Weight

0.00

Value

0.00

Wage

0.00

CA

0.00

PA

0.00

Vis

0.00

Tec

0.00

Tea

0.00

Tck

0.00

Str

0.00

Sta

0.00

pred

MISSING:

---

TOP CATEGORIES

False

79

100%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

pred
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

real

1.00

Wor

0.00

Fir

0.00

Agi

0.00

sub_position

0.00

Best Role

0.00

Dec

0.00

Age

0.00

Preferred Foot

0.00

Best Pos

0.00

Thr

0.00

TRO

0.00

THESE FEATURES
GIVE INFORMATION
ON pred:

Age

1.00

Preferred Foot

1.00

Best Pos

1.00

Best Role

1.00

Wor

1.00

Thr

1.00

TRO

1.00

Ref

1.00

Pun

1.00

Pas

1.00

Pac

1.00

1v1

1.00

Nat

1.00

Kic

1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

pred
CORRELATION RATIO WITH...

Unnamed: 0.1

0.00

Unnamed: 0

0.00

Height

0.00

Weight

0.00

Value

0.00

Wage

0.00

CA

0.00

PA

0.00

Vis

0.00

Tec

0.00

Tea

0.00

Tck

0.00

Str

0.00

Sta

0.00

real

MISSING:

---

TOP CATEGORIES

True

79

100%

ALL

79

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

real
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

Wor

0.00

Fir

0.00

Agi

0.00

sub_position

0.00

Best Role

0.00

Dec

0.00

Age

0.00

Preferred Foot

0.00

Best Pos

0.00

Thr

0.00

TRO

0.00

THESE FEATURES
GIVE INFORMATION
ON real:

Age

1.00

Preferred Foot

1.00

Best Pos

1.00

Best Role

1.00

Wor

1.00

Thr

1.00

TRO

1.00

Ref

1.00

Pun

1.00

Pas

1.00

Pac

1.00

1v1

1.00

Nat

1.00

Kic

1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

real
CORRELATION RATIO WITH...

Unnamed: 0.1

0.00

Unnamed: 0

0.00

Height

0.00

Weight

0.00

Value

0.00

Wage

0.00

CA

0.00

PA

0.00

Vis

0.00

Tec

0.00

Tea

0.00

Tck

0.00

Str

0.00

Sta

0.00